Archive complete Human3Diffusion++ CVPR 2026 paper, recovery manifest, and integrity records

.gitattributes

@@ -103,3 +103,5 @@ experiments/realhumans_h3d_diffusion_span360/workspace_artifacts/singleview_eval
 experiments/mvhumannetpp_root_pivot_v54/code/Human3Diffusion_v33_contract_unified/gaussian-opacity-fields/submodules/diff-gaussian-rasterization/third_party/glm/doc/manual.pdf filter=lfs diff=lfs merge=lfs -text
 experiments/h3d_original512_splat192_native1024_face_e250_20260823/renderer/offaxis/_C.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
 experiments/h3d_original512_splat192_native1024_face_e250_20260823/renderer/centered_backup/_C.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
+archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/main.pdf filter=lfs diff=lfs merge=lfs -text
+archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/supplementary.pdf filter=lfs diff=lfs merge=lfs -text

archives/human3diffusion_cvpr2026_20260901/manifests/HF_ARCHIVE_PAPER_SHA256_20260901.txt

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archives/human3diffusion_cvpr2026_20260901/manifests/HF_UPLOAD_SCOPE_20260901.md

@@ -0,0 +1,26 @@
+# Human3Diffusion++ HF archive scope, 2026-09-01
+
+## New immutable archive
+
+Repository: `linxin02/human` (dataset repository)
+
+Prefix: `archives/human3diffusion_cvpr2026_20260901/`
+
+The prefix contains the complete CVPR 2026 LaTeX project, main and supplementary PDFs, all paper figures and source panels, deterministic figure scripts, the clean submission ZIP, the host recovery manifest, the paper SHA-256 list, the existing-HF asset inventory, and the upload/verification scripts.
+
+## Existing assets verified in place
+
+The machine-readable inventory records all 56 experiment roots and 3,560 related files totaling 25,732,538,315 bytes. The following deployment-critical files were force-downloaded from HF and passed complete SHA-256 verification:
+
+- selected v14 e280: `eb5632bc0bb76b29fa753d13d20b68bf47d9bd0ff2446fe1d32db1fb48a146b4`
+- v126 e282 pose core: `4c5b224815bde6648d5268cb35d43d8ef0faf1e47290d1b58e3c107883d4543e`
+- v127 e283 balanced adapter: `fbaf358446e343cdfea92672cc0a992dd017ff5f649135a86ffabd11702ea079`
+- v127 e284 pixel-first adapter: `c15241a2e589d89c5eafc861b57cc2a2e7b02977d6921acd508eff204a6256e9`
+
+The inventory also covers the restored code and documentation packages, same-pose and external benchmark artifacts, GIGA/GHGS comparisons, and the repository-level RealHumans archive.
+
+## Third-party/raw-data boundary
+
+Private/raw MVHumanNet++, SynBody, and SHERF RenderPeople image roots were not present on the recovered host or in the HF repository, so they cannot be newly archived from this workspace. Their split contracts, metrics, logs, fitted legal body parameters, code, checkpoints, and visualizations are preserved. The LHM++ repository and public prior remain third-party dependencies referenced by their official source rather than duplicated into this paper archive.
+
+No credential or Hugging Face token is included in any archive file or log.

archives/human3diffusion_cvpr2026_20260901/manifests/RECOVERY_MANIFEST_20260901.md

@@ -0,0 +1,42 @@
+# Human3Diffusion recovery manifest, 2026-09-01
+
+## Restored host
+
+- SSH host: `pluto-prod-xinlin-ce4-2-0`
+- Canonical root: `/mnt/localssd/colligo/contrib/Mori/collections/foundation_exploration/lx_human`
+- Canonical repository: `Human3Diffusion_diffsplat_direct14_dit_v1`
+- Python environment: `/mnt/localssd/mori-venv`
+
+## Verified checkpoints
+
+| Model | Bytes | Keys | SHA-256 |
+|---|---:|---:|---|
+| selected v14 e280 | 1,742,808,948 | 752 | `eb5632bc0bb76b29fa753d13d20b68bf47d9bd0ff2446fe1d32db1fb48a146b4` |
+| v126 e282 pose core | 1,742,808,924 | 752 | `4c5b224815bde6648d5268cb35d43d8ef0faf1e47290d1b58e3c107883d4543e` |
+| v127 e283 balanced | 14,880,228 | 139 | `fbaf358446e343cdfea92672cc0a992dd017ff5f649135a86ffabd11702ea079` |
+| v127 e284 pixel-first | 14,880,228 | 139 | `c15241a2e589d89c5eafc861b57cc2a2e7b02977d6921acd508eff204a6256e9` |
+
+All files passed full byte-stream SHA-256, safetensors key-count, and finite-load checks.
+
+## Restored code and tests
+
+- Main 2026-08-26 source package restored and overlaid with v126/v127 final code.
+- Historical source archive restored separately.
+- v126/v127 imports pass.
+- Focused suites pass: `16 passed` for the relative-LBS and occlusion-completion tests.
+- PyTorch3D and the Gaussian rasterizer were rebuilt in the restored environment.
+- The canonical repository now links its `LHM` module and `pretrained_models` paths to the verified read-only assets under `references/LHM_assets`.
+- Final host smoke sees all eight NVIDIA A100-SXM4-40GB GPUs and passes the same `16/16` focused tests after importing the custom rasterizer, PyTorch3D, v126, and v127.
+
+## Restored results and assets
+
+- v126 package: 264 files, 3,560,865,711 bytes.
+- v127 package: 197 files, 119,467,342 bytes.
+- Same-pose and external GIGA/GHGS packages: 523 files restored.
+- RealHumans archive extracted under `datasets/RealHumans` (about 19 GB).
+- LHM++ official repository and human-prior package restored under `references/LHM_assets`.
+- Final experiment journal restored as `RECENT_EFFECTIVE_IMPROVEMENTS_20260822.md`.
+
+## Raw-data limitation
+
+The private/raw MVHumanNet++, SynBody, and SHERF RenderPeople image roots were not uploaded to the Hugging Face repository. Their code, fixed split contracts, metrics, logs, visualizations, fitted legal body parameters, and selected checkpoints are restored, but a full rerun requiring raw images needs those original storage roots to be remounted or re-downloaded under their licenses. No raw third-party data are embedded in the paper folder.

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/.github/workflows/latex-build.yml

@@ -0,0 +1,39 @@
+name: LaTeX Build
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v4
+
+    - name: Compile LaTeX document
+      uses: xu-cheng/latex-action@v3
+      with:
+        root_file: main.tex
+
+    - name: Check for LaTeX errors and warnings
+      run: |
+        if grep -q "^!" main.log; then
+          echo "LaTeX errors found:"
+          grep "^!" main.log
+          exit 1
+        elif grep -q "Warning:" main.log; then
+          echo "LaTeX warnings found:"
+          grep "Warning:" main.log
+          echo "Build completed with warnings."
+        else
+          echo "LaTeX build completed successfully without errors or warnings."
+        fi
+
+    - name: Upload PDF
+      uses: actions/upload-artifact@v4
+      with:
+        name: main.pdf
+        path: main.pdf

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/.gitignore

@@ -0,0 +1,13 @@
+*.aux
+*.bak
+*.bbl
+*.blg
+*.brf
+*.log
+*.out
+*.fls
+*.synctex.gz
+*.fdb_latexmk
+*.pdf
+.gitignore
+.DS_Store

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/README.md

@@ -0,0 +1,36 @@
+# Human3Diffusion++ CVPR 2026 paper
+
+This folder is based on `author-kit-CVPR2026-v1-latex-.zip` and contains the complete anonymous main paper, supplementary material, figures, tables, and bibliography.
+
+## Build
+
+The verified local build uses Tectonic:
+
+```bash
+tectonic main.tex
+tectonic supplementary.tex
+```
+
+The final generated files are `main.pdf` and `supplementary.pdf`. The submission is currently configured with `\usepackage[review]{cvpr}` and paper ID `0000`; replace the ID and author block when submission metadata are available.
+
+## Selected model naming
+
+- Same-pose paper model: selected v14 e280; the training-free v18.1 face router is reported only as a small optional local ablation.
+- Controllable-pose core: v126 e282.
+- Default target-pose completion: v127 e283 balanced.
+- Optional pixel-first target-pose completion: v127 e284, disclosed separately because LPIPS regresses.
+
+## Important reporting constraints
+
+- Old SHERF RenderPeople v1-v12 coordinate-adapter metrics are withdrawn and must not be used.
+- The reported external row is the source-only no-scale v20/v21 diagnostic and is not a strict paper SOTA claim because H3D passes its coordinate gate on 22/30 identities.
+- Same-pose competitor checkpoints have different training exposure and native input counts; the paper discloses them.
+- Rejected v22-v125 candidates are never used as model initialization. Representative failures appear only in the supplementary diagnosis table.
+
+## Figures
+
+`scripts/make_paper_figures.py` deterministically derives the compact paper figures from the audited panels in `figures/source/`.
+
+## Recovery record
+
+`RECOVERY_MANIFEST_20260901.md` records the restored host, exact checkpoint hashes, code/test status, external assets, and the raw-data remount limitation. It is included for reproducibility and is not part of the paper submission PDF.

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/RECOVERY_MANIFEST_20260901.md

@@ -0,0 +1,42 @@
+# Human3Diffusion recovery manifest, 2026-09-01
+
+## Restored host
+
+- SSH host: `pluto-prod-xinlin-ce4-2-0`
+- Canonical root: `/mnt/localssd/colligo/contrib/Mori/collections/foundation_exploration/lx_human`
+- Canonical repository: `Human3Diffusion_diffsplat_direct14_dit_v1`
+- Python environment: `/mnt/localssd/mori-venv`
+
+## Verified checkpoints
+
+| Model | Bytes | Keys | SHA-256 |
+|---|---:|---:|---|
+| selected v14 e280 | 1,742,808,948 | 752 | `eb5632bc0bb76b29fa753d13d20b68bf47d9bd0ff2446fe1d32db1fb48a146b4` |
+| v126 e282 pose core | 1,742,808,924 | 752 | `4c5b224815bde6648d5268cb35d43d8ef0faf1e47290d1b58e3c107883d4543e` |
+| v127 e283 balanced | 14,880,228 | 139 | `fbaf358446e343cdfea92672cc0a992dd017ff5f649135a86ffabd11702ea079` |
+| v127 e284 pixel-first | 14,880,228 | 139 | `c15241a2e589d89c5eafc861b57cc2a2e7b02977d6921acd508eff204a6256e9` |
+
+All files passed full byte-stream SHA-256, safetensors key-count, and finite-load checks.
+
+## Restored code and tests
+
+- Main 2026-08-26 source package restored and overlaid with v126/v127 final code.
+- Historical source archive restored separately.
+- v126/v127 imports pass.
+- Focused suites pass: `16 passed` for the relative-LBS and occlusion-completion tests.
+- PyTorch3D and the Gaussian rasterizer were rebuilt in the restored environment.
+- The canonical repository now links its `LHM` module and `pretrained_models` paths to the verified read-only assets under `references/LHM_assets`.
+- Final host smoke sees all eight NVIDIA A100-SXM4-40GB GPUs and passes the same `16/16` focused tests after importing the custom rasterizer, PyTorch3D, v126, and v127.
+
+## Restored results and assets
+
+- v126 package: 264 files, 3,560,865,711 bytes.
+- v127 package: 197 files, 119,467,342 bytes.
+- Same-pose and external GIGA/GHGS packages: 523 files restored.
+- RealHumans archive extracted under `datasets/RealHumans` (about 19 GB).
+- LHM++ official repository and human-prior package restored under `references/LHM_assets`.
+- Final experiment journal restored as `RECENT_EFFECTIVE_IMPROVEMENTS_20260822.md`.
+
+## Raw-data limitation
+
+The private/raw MVHumanNet++, SynBody, and SHERF RenderPeople image roots were not uploaded to the Hugging Face repository. Their code, fixed split contracts, metrics, logs, visualizations, fitted legal body parameters, and selected checkpoints are restored, but a full rerun requiring raw images needs those original storage roots to be remounted or re-downloaded under their licenses. No raw third-party data are embedded in the paper folder.

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/build_main.log

@@ -0,0 +1,15 @@
+note: Running TeX ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+note: Running BibTeX on main.aux ...
+note: Rerunning TeX because bibtex was run ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+note: Rerunning TeX because "main.aux" changed ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+note: Rerunning TeX because "main.aux" changed ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+note: Rerunning TeX because "main.aux" changed ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+warning: warnings were issued by the TeX engine; use --print and/or --keep-logs for details.
+note: Running xdvipdfmx ...
+note: Writing `main.pdf` (1.3972892761230469 MiB)
+note: Skipped writing 4 intermediate files (use --keep-intermediates to keep them)

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/build_supplementary.log

@@ -0,0 +1,13 @@
+note: Running TeX ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+note: Running BibTeX on supplementary.aux ...
+note: Rerunning TeX because bibtex was run ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+note: Rerunning TeX because "supplementary.aux" changed ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+note: Rerunning TeX because "supplementary.brf" changed ...
+warning: lineno.sty:296: Invalid UTF-8 byte or sequence at line 296 replaced by U+FFFD.
+warning: warnings were issued by the TeX engine; use --print and/or --keep-logs for details.
+note: Running xdvipdfmx ...
+note: Writing `supplementary.pdf` (2.137852668762207 MiB)
+note: Skipped writing 4 intermediate files (use --keep-intermediates to keep them)

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/cvpr.sty

@@ -0,0 +1,508 @@
+% ---------------------------------------------------------------
+%
+% No guarantee is given that the format corresponds perfectly to
+% IEEE 8.5" x 11" Proceedings, but most features should be ok.
+%
+% ---------------------------------------------------------------
+% with LaTeX2e:
+% =============
+%
+% use as
+%   \documentclass[times,10pt,twocolumn]{article}
+%   \usepackage[options]{cvpr}
+%   \usepackage{times}
+%
+% "options" should be replaced by
+%  * "review" for submitting a paper for review,
+%  * "final" for the camera ready, and
+%  * "rebuttal" for the author rebuttal.
+%
+% specify references as
+%   {\small
+%   \bibliographystyle{ieee}
+%   \bibliography{...your files...}
+%   }
+% ---------------------------------------------------------------
+
+\NeedsTeXFormat{LaTeX2e}[1999/12/01]
+\ProvidesPackage{cvpr}[2026 LaTeX class for IEEE CVPR]
+
+\RequirePackage{times}    % Integrate Times for here
+\RequirePackage{xspace}
+\RequirePackage[dvipsnames]{xcolor}
+\RequirePackage{graphicx}
+\RequirePackage{amsmath}
+\RequirePackage{amssymb}
+\RequirePackage{booktabs}
+\RequirePackage[numbers,sort&compress]{natbib}
+\setlength{\bibsep}{1pt plus 1pt minus 1pt}
+
+\RequirePackage{silence}  % Suppress unwanted warnings
+\hbadness=10000 \vbadness=10000 \vfuzz=30pt \hfuzz=30pt
+\WarningFilter{latexfont}{Font shape declaration}
+\WarningFilter{latex}{Font shape}
+\WarningFilter[rebuttal]{latex}{No \author given}
+\RequirePackage{etoolbox}
+
+% Use modern caption package to allow for sub-figures etc.
+% Reproduces the original CVPR/ICCV style as closely as possible.
+\RequirePackage[format=plain,labelformat=simple,labelsep=period,font=small,compatibility=false]{caption}
+\RequirePackage[font=footnotesize,skip=3pt,subrefformat=parens]{subcaption}
+
+
+\newtoggle{cvprfinal}        % Camera-ready version
+\newtoggle{cvprrebuttal}     % Rebuttal
+\newtoggle{cvprpagenumbers}  % Force page numbers (in camera ready)
+\toggletrue{cvprfinal}
+\togglefalse{cvprrebuttal}
+\togglefalse{cvprpagenumbers}
+\DeclareOption{review}{\togglefalse{cvprfinal}\toggletrue{cvprpagenumbers}}
+\DeclareOption{rebuttal}{\togglefalse{cvprfinal}\toggletrue{cvprrebuttal}}
+\DeclareOption{pagenumbers}{\toggletrue{cvprpagenumbers}}
+\DeclareOption*{\PackageWarning{cvpr}{Unkown option `\CurrentOption'}}
+\ProcessOptions\relax
+
+% Don't warn about missing author for rebuttal
+\iftoggle{cvprrebuttal}{%
+  \ActivateWarningFilters[rebuttal]
+}{}
+
+% Breaking lines for URLs in the bib
+\RequirePackage[hyphens]{url}
+\Urlmuskip=0mu plus 1mu\relax
+
+
+% ---------------------------------------------------------------
+% Inlined version of the obsolete "everyshi-2001-05-15" package.
+\newcommand{\@EveryShipout@Hook}{}
+\newcommand{\@EveryShipout@AtNextHook}{}
+\newcommand*{\EveryShipout}[1]
+   {\g@addto@macro\@EveryShipout@Hook{#1}}
+\newcommand*{\AtNextShipout}[1]
+   {\g@addto@macro\@EveryShipout@AtNextHook{#1}}
+\newcommand{\@EveryShipout@Shipout}{%
+   \afterassignment\@EveryShipout@Test
+   \global\setbox\@cclv= %
+   }
+\newcommand{\@EveryShipout@Test}{%
+   \ifvoid\@cclv\relax
+      \aftergroup\@EveryShipout@Output
+   \else
+      \@EveryShipout@Output
+   \fi%
+   }
+\newcommand{\@EveryShipout@Output}{%
+   \@EveryShipout@Hook%
+   \@EveryShipout@AtNextHook%
+      \gdef\@EveryShipout@AtNextHook{}%
+   \@EveryShipout@Org@Shipout\box\@cclv%
+   }
+\newcommand{\@EveryShipout@Org@Shipout}{}
+\newcommand*{\@EveryShipout@Init}{%
+   \message{ABD: EveryShipout initializing macros}%
+   \let\@EveryShipout@Org@Shipout\shipout
+   \let\shipout\@EveryShipout@Shipout
+   }
+\AtBeginDocument{\@EveryShipout@Init}
+% ---------------------------------------------------------------
+
+
+% ---------------------------------------------------------------
+% Inlined simplified version of the "eso-pic" package.
+\newcommand\LenToUnit[1]{#1\@gobble}
+\newcommand\AtPageUpperLeft[1]{%
+  \begingroup
+    \@tempdima=0pt\relax\@tempdimb=\ESO@yoffsetI\relax
+    \put(\LenToUnit{\@tempdima},\LenToUnit{\@tempdimb}){#1}%
+  \endgroup
+}
+\newcommand\AtPageLowerLeft[1]{\AtPageUpperLeft{%
+  \put(0,\LenToUnit{-\paperheight}){#1}}}
+\newcommand\AtPageCenter[1]{\AtPageUpperLeft{%
+  \put(\LenToUnit{.5\paperwidth},\LenToUnit{-.5\paperheight}){#1}}%
+}
+\newcommand\AtTextUpperLeft[1]{%
+  \begingroup
+    \setlength\@tempdima{1in}%
+    \ifodd\c@page%
+      \advance\@tempdima\oddsidemargin%
+    \else%
+      \advance\@tempdima\evensidemargin%
+    \fi%
+    \@tempdimb=\ESO@yoffsetI\relax\advance\@tempdimb-1in\relax%
+    \advance\@tempdimb-\topmargin%
+    \advance\@tempdimb-\headheight\advance\@tempdimb-\headsep%
+    \put(\LenToUnit{\@tempdima},\LenToUnit{\@tempdimb}){#1}%
+  \endgroup
+}
+\newcommand\AtTextLowerLeft[1]{\AtTextUpperLeft{%
+  \put(0,\LenToUnit{-\textheight}){#1}}}
+\newcommand\AtTextCenter[1]{\AtTextUpperLeft{%
+  \put(\LenToUnit{.5\textwidth},\LenToUnit{-.5\textheight}){#1}}}
+\newcommand{\ESO@HookI}{} \newcommand{\ESO@HookII}{}
+\newcommand{\ESO@HookIII}{}
+\newcommand{\AddToShipoutPicture}{%
+  \@ifstar{\g@addto@macro\ESO@HookII}{\g@addto@macro\ESO@HookI}}
+\newcommand{\ClearShipoutPicture}{\global\let\ESO@HookI\@empty}
+\newcommand\ESO@isMEMOIR[1]{}
+\@ifclassloaded{memoir}{\renewcommand\ESO@isMEMOIR[1]{#1}}{}
+\newcommand{\@ShipoutPicture}{%
+  \bgroup
+    \@tempswafalse%
+    \ifx\ESO@HookI\@empty\else\@tempswatrue\fi%
+    \ifx\ESO@HookII\@empty\else\@tempswatrue\fi%
+    \ifx\ESO@HookIII\@empty\else\@tempswatrue\fi%
+    \if@tempswa%
+      \@tempdima=1in\@tempdimb=-\@tempdima%
+      \advance\@tempdimb\ESO@yoffsetI%
+      \ESO@isMEMOIR{%
+        \advance\@tempdima\trimedge%
+        \advance\@tempdima\paperwidth%
+        \advance\@tempdima-\stockwidth%
+        \if@twoside\ifodd\c@page\else%
+          \advance\@tempdima-2\trimedge%
+          \advance\@tempdima-\paperwidth%
+          \advance\@tempdima\stockwidth%
+        \fi\fi%
+        \advance\@tempdimb\trimtop}%
+      \unitlength=1pt%
+      \global\setbox\@cclv\vbox{%
+        \vbox{\let\protect\relax
+          \pictur@(0,0)(\strip@pt\@tempdima,\strip@pt\@tempdimb)%
+            \ESO@HookIII\ESO@HookI\ESO@HookII%
+            \global\let\ESO@HookII\@empty%
+          \endpicture}%
+          \nointerlineskip%
+        \box\@cclv}%
+    \fi
+  \egroup
+}
+\EveryShipout{\@ShipoutPicture}
+\RequirePackage{keyval}
+\newif\ifESO@dvips\ESO@dvipsfalse
+\newif\ifESO@texcoord\ESO@texcoordfalse
+
+\AtBeginDocument{%
+  \IfFileExists{color.sty}
+  {%
+    \RequirePackage{color}
+    \let\ESO@color=\color\let\ESO@colorbox=\colorbox
+    \let\ESO@fcolorbox=\fcolorbox
+  }{}
+  \@ifundefined{Gin@driver}{}%
+  {%
+    \ifx\Gin@driver\@empty\else%
+      \filename@parse{\Gin@driver}\def\reserved@a{dvips}%
+      \ifx\filename@base\reserved@a\ESO@dvipstrue\fi%
+    \fi
+  }%
+  \ifx\pdfoutput\undefined\else
+    \ifx\pdfoutput\relax\else
+      \ifcase\pdfoutput\else
+        \ESO@dvipsfalse%
+      \fi
+    \fi
+  \fi
+}
+\ifESO@texcoord
+  \def\ESO@yoffsetI{0pt}\def\ESO@yoffsetII{-\paperheight}
+\else
+  \def\ESO@yoffsetI{\paperheight}\def\ESO@yoffsetII{0pt}
+\fi
+% ---------------------------------------------------------------
+
+
+\typeout{CVPR 8.5 x 11-Inch Proceedings Style `cvpr.sty'.}
+
+% ten point helvetica bold required for captions
+% eleven point times bold required for second-order headings
+% in some sites the name of the fonts may differ,
+% change the name here:
+\font\cvprtenhv  = phvb at 8pt % *** IF THIS FAILS, SEE cvpr.sty ***
+\font\elvbf  = ptmb scaled 1100
+\font\tenbf  = ptmb scaled 1000
+
+% If the above lines give an error message, try to comment them and
+% uncomment these:
+%\font\cvprtenhv  = phvb7t at 8pt
+%\font\elvbf  = ptmb7t scaled 1100
+%\font\tenbf  = ptmb7t scaled 1000
+
+% set dimensions of columns, gap between columns, and paragraph indent
+\setlength{\textheight}{8.875in}
+\setlength{\textwidth}{6.875in}
+\setlength{\columnsep}{0.3125in}
+\setlength{\topmargin}{0in}
+\setlength{\headheight}{0in}
+\setlength{\headsep}{0in}
+\setlength{\parindent}{1pc}
+\setlength{\oddsidemargin}{-0.1875in}
+\setlength{\evensidemargin}{-0.1875in}
+
+
+% Suppress page numbers when the appropriate option is given
+\iftoggle{cvprpagenumbers}{}{%
+  \pagestyle{empty}
+}
+
+\AtBeginDocument{%
+  % Print an error if document class other than article is used
+  \@ifclassloaded{article}{}{%
+    \PackageError{cvpr}{Package only meant to be used with document class `article'}{Change document class to `article'.}
+  }
+  % Print a warning if incorrect options for article are specified
+  \@ifclasswith{article}{10pt}{}{%
+    \PackageWarningNoLine{cvpr}{Incorrect font size specified - CVPR requires 10-point fonts. Please load document class `article' with `10pt' option}
+  }
+  \@ifclasswith{article}{twocolumn}{}{%
+    \PackageWarningNoLine{cvpr}{Single column document - CVPR requires papers to have two-column layout. Please load document class `article' with `twocolumn' option}
+  }
+  \@ifclasswith{article}{letterpaper}{}{%
+    \PackageWarningNoLine{cvpr}{Incorrect paper size - CVPR uses paper size `letter'. Please load document class `article' with `letterpaper' option}
+  }
+  % Print a warning if hyperref is not loaded and/or if the pagebackref option is missing
+  \iftoggle{cvprfinal}{%
+    \@ifpackageloaded{hyperref}{}{%
+      \PackageWarningNoLine{cvpr}{Package `hyperref' is not loaded, but highly recommended for camera-ready version}
+    }
+  }{%
+    \@ifpackageloaded{hyperref}{
+      \@ifpackagewith{hyperref}{pagebackref}{}{
+        \PackageWarningNoLine{cvpr}{Package `hyperref' is not loaded with option `pagebackref', which is strongly recommended for review version}
+      }
+    }{%
+      \PackageWarningNoLine{cvpr}{Package `hyperref' is not loaded, but strongly recommended for review version}
+    }
+  }
+}
+
+\def\@maketitle{
+   \newpage
+   \null
+   \iftoggle{cvprrebuttal}{\vspace*{-.3in}}{\vskip .375in}
+   \begin{center}
+      % smaller title font only for rebuttal
+      \iftoggle{cvprrebuttal}{{\large \bf \@title \par}}{{\Large \bf \@title \par}}
+      % additional two empty lines at the end of the title
+      \iftoggle{cvprrebuttal}{\vspace*{-22pt}}{\vspace*{24pt}}{
+        \large
+        \lineskip .5em
+        \begin{tabular}[t]{c}
+          \iftoggle{cvprfinal}{
+            \@author
+          }{
+            \iftoggle{cvprrebuttal}{}{
+              Anonymous \confName~submission\\
+              \vspace*{1pt}\\
+              Paper ID \paperID
+            }
+          }
+        \end{tabular}
+        \par
+      }
+      % additional small space at the end of the author name
+      \vskip .5em
+      % additional empty line at the end of the title block
+      \vspace*{12pt}
+   \end{center}
+}
+
+\def\abstract{%
+   % Suppress page numbers when the appropriate option is given
+   \iftoggle{cvprpagenumbers}{}{%
+     \thispagestyle{empty}
+   }
+   \centerline{\large\bf Abstract}%
+   \vspace*{12pt}\noindent%
+   \it\ignorespaces%
+}
+
+\def\endabstract{%
+   % additional empty line at the end of the abstract
+   \vspace*{12pt}
+   }
+
+\def\affiliation#1{\gdef\@affiliation{#1}} \gdef\@affiliation{}
+
+% correct heading spacing and type
+\def\cvprsection{\@startsection {section}{1}{\z@}
+   {-10pt plus -2pt minus -2pt}{7pt} {\large\bf}}
+\def\cvprssect#1{\cvprsection*{#1}}
+\def\cvprsect#1{\cvprsection{\texorpdfstring{\hskip -1em.~}{}#1}}
+\def\section{\@ifstar\cvprssect\cvprsect}
+
+\def\cvprsubsection{\@startsection {subsection}{2}{\z@}
+   {-8pt plus -2pt minus -2pt}{5pt} {\elvbf}}
+\def\cvprssubsect#1{\cvprsubsection*{#1}}
+\def\cvprsubsect#1{\cvprsubsection{\texorpdfstring{\hskip -1em.~}{}#1}}
+\def\subsection{\@ifstar\cvprssubsect\cvprsubsect}
+
+\def\cvprsubsubsection{\@startsection {subsubsection}{3}{\z@}
+   {-6pt plus -2pt minus -2pt}{3pt} {\tenbf}}
+\def\cvprssubsubsect#1{\cvprsubsubsection*{#1}}
+\def\cvprsubsubsect#1{\cvprsubsubsection{\texorpdfstring{\hskip -1em.~}{}#1}}
+\def\subsubsection{\@ifstar\cvprssubsubsect\cvprsubsubsect}
+
+%% --------- Page background marks: Ruler and confidentiality (only for review and rebuttal)
+\iftoggle{cvprfinal}{
+  % In review and rebuttal mode, we use the "lineno" package for numbering lines.
+  % When switching to a different mode, the "\@LN" macro may remain in cached .aux files,
+  % leading to build errors (https://github.com/cvpr-org/author-kit/issues/49).
+  % Defining the macro as empty fixes that (https://tex.stackexchange.com/a/125779).
+  \makeatletter
+  \providecommand{\@LN}[2]{}
+  \makeatother
+}{
+  % ----- define vruler
+  \makeatletter
+  \newbox\cvprrulerbox
+  \newcount\cvprrulercount
+  \newdimen\cvprruleroffset
+  \newdimen\cv@lineheight
+  \newdimen\cv@boxheight
+  \newbox\cv@tmpbox
+  \newcount\cv@refno
+  \newcount\cv@tot
+  % NUMBER with left flushed zeros  \fillzeros[<WIDTH>]<NUMBER>
+  \newcount\cv@tmpc@ \newcount\cv@tmpc
+  \def\fillzeros[#1]#2{\cv@tmpc@=#2\relax\ifnum\cv@tmpc@<0\cv@tmpc@=-\cv@tmpc@\fi
+  \cv@tmpc=1 %
+  \loop\ifnum\cv@tmpc@<10 \else \divide\cv@tmpc@ by 10 \advance\cv@tmpc by 1 \fi
+    \ifnum\cv@tmpc@=10\relax\cv@tmpc@=11\relax\fi \ifnum\cv@tmpc@>10 \repeat
+  \ifnum#2<0\advance\cv@tmpc1\relax-\fi
+  \loop\ifnum\cv@tmpc<#1\relax0\advance\cv@tmpc1\relax\fi \ifnum\cv@tmpc<#1 \repeat
+  \cv@tmpc@=#2\relax\ifnum\cv@tmpc@<0\cv@tmpc@=-\cv@tmpc@\fi \relax\the\cv@tmpc@}%
+  \makeatother
+  % ----- end of vruler
+
+  %% Define linenumber setup
+  \RequirePackage[switch,mathlines]{lineno}
+
+  % Line numbers in CVPR blue using font from \cvprtenhv
+  \renewcommand\linenumberfont{\cvprtenhv\color[rgb]{.5,.5,1}}
+
+  \renewcommand\thelinenumber{\fillzeros[3]{\arabic{linenumber}}}
+
+  \setlength{\linenumbersep}{.75cm}
+
+  % Bug: An equation with $$ ... $$ isn't numbered, nor is the previous line.
+
+  % Patch amsmath commands so that the previous line and the equation itself
+  % are numbered. Bug: multiline has an extra line number.
+  % https://tex.stackexchange.com/questions/461186/how-to-use-lineno-with-amsmath-align
+  \RequirePackage{etoolbox} %% <- for \pretocmd, \apptocmd and \patchcmd
+
+  \newcommand*\linenomathpatch[1]{%
+    \expandafter\pretocmd\csname #1\endcsname {\linenomath}{}{}%
+    \expandafter\pretocmd\csname #1*\endcsname {\linenomath}{}{}%
+    \expandafter\apptocmd\csname end#1\endcsname {\endlinenomath}{}{}%
+    \expandafter\apptocmd\csname end#1*\endcsname {\endlinenomath}{}{}%
+  }
+  \newcommand*\linenomathpatchAMS[1]{%
+    \expandafter\pretocmd\csname #1\endcsname {\linenomathAMS}{}{}%
+    \expandafter\pretocmd\csname #1*\endcsname {\linenomathAMS}{}{}%
+    \expandafter\apptocmd\csname end#1\endcsname {\endlinenomath}{}{}%
+    \expandafter\apptocmd\csname end#1*\endcsname {\endlinenomath}{}{}%
+  }
+
+  %% Definition of \linenomathAMS depends on whether the mathlines option is provided
+  \expandafter\ifx\linenomath\linenomathWithnumbers
+  \let\linenomathAMS\linenomathWithnumbers
+  %% The following line gets rid of an extra line numbers at the bottom:
+  \patchcmd\linenomathAMS{\advance\postdisplaypenalty\linenopenalty}{}{}{}
+  \else
+  \let\linenomathAMS\linenomathNonumbers
+  \fi
+
+  % Add the numbers
+  \linenumbers
+  \AtBeginDocument{%
+    \linenomathpatch{equation}%
+    \linenomathpatchAMS{gather}%
+    \linenomathpatchAMS{multline}%
+    \linenomathpatchAMS{align}%
+    \linenomathpatchAMS{alignat}%
+    \linenomathpatchAMS{flalign}%
+  }
+
+  % \makevruler[<SCALE>][<INITIAL_COUNT>][<STEP>][<DIGITS>][<HEIGHT>]
+  \def\cvprruler#1{\makevruler[12pt][#1][1][3][0.993\textheight]\usebox{\cvprrulerbox}}
+  \AddToShipoutPicture{%
+    \color[rgb]{.5,.5,1}
+
+    \def\pid{\parbox{1in}{\begin{center}\bf\sf{\small \confName}\\\small \#\paperID\end{center}}}
+    \AtTextUpperLeft{%paperID in corners
+      \put(\LenToUnit{-65pt},\LenToUnit{45pt}){\pid}
+      \put(\LenToUnit{\textwidth-12pt},\LenToUnit{45pt}){\pid}
+    }
+    \AtTextUpperLeft{%confidential
+      \put(0,\LenToUnit{1cm}){\parbox{\textwidth}{\centering\cvprtenhv
+      \confName~\confYear~Submission \#\paperID. CONFIDENTIAL REVIEW COPY.  DO NOT DISTRIBUTE.}}
+    }
+  }
+} % end of not cvprfinal
+
+%%% Make figure placement a little more predictable.
+% We trust the user to move figures if this results
+% in ugliness.
+% Minimize bad page breaks at figures
+\renewcommand{\textfraction}{0.01}
+\renewcommand{\floatpagefraction}{0.99}
+\renewcommand{\topfraction}{0.99}
+\renewcommand{\bottomfraction}{0.99}
+\renewcommand{\dblfloatpagefraction}{0.99}
+\renewcommand{\dbltopfraction}{0.99}
+\setcounter{totalnumber}{99}
+\setcounter{topnumber}{99}
+\setcounter{bottomnumber}{99}
+
+% Add a period to the end of an abbreviation unless there's one
+% already, then \xspace.
+\makeatletter
+\DeclareRobustCommand\onedot{\futurelet\@let@token\@onedot}
+\def\@onedot{\ifx\@let@token.\else.\null\fi\xspace}
+
+\def\eg{\emph{e.g}\onedot} \def\Eg{\emph{E.g}\onedot}
+\def\ie{\emph{i.e}\onedot} \def\Ie{\emph{I.e}\onedot}
+\def\cf{\emph{cf}\onedot} \def\Cf{\emph{Cf}\onedot}
+\def\etc{\emph{etc}\onedot} \def\vs{\emph{vs}\onedot}
+\def\wrt{w.r.t\onedot} \def\dof{d.o.f\onedot}
+\def\iid{i.i.d\onedot} \def\wolog{w.l.o.g\onedot}
+\def\etal{\emph{et al}\onedot}
+\makeatother
+
+% ---------------------------------------------------------------
+
+%% redefine the \title command so that a variable name is saved in \thetitle, and provides the \maketitlesupplementary command
+\let\titleold\title
+\renewcommand{\title}[1]{\titleold{#1}\newcommand{\thetitle}{#1}}
+\def\maketitlesupplementary
+   {
+   \newpage
+       \twocolumn[
+        \centering
+        \Large
+        \textbf{\thetitle}\\
+        \vspace{0.5em}Supplementary Material \\
+        \vspace{1.0em}
+       ] %< twocolumn
+   }
+
+% ---------------------------------------------------------------
+
+%% Support for easy cross-referencing (e.g. \cref{sec:intro}
+% configured with \AtEndPreamble as it needs to be called after hyperref
+\AtEndPreamble{
+    \usepackage[capitalize]{cleveref}
+    \crefname{section}{Sec.}{Secs.}
+    \Crefname{section}{Section}{Sections}
+    \Crefname{table}{Table}{Tables}
+    \crefname{table}{Tab.}{Tabs.}
+}
+
+% ---------------------------------------------------------------
+
+%% More compact compact itemize/enumeration (e.g. list contributions)
+\RequirePackage[shortlabels,inline]{enumitem}
+\setlist[itemize]{noitemsep,leftmargin=*,topsep=0em}
+\setlist[enumerate]{noitemsep,leftmargin=*,topsep=0em}

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/ieeenat_fullname.bst

@@ -0,0 +1,1448 @@
+%% File: `abbrvnat.bst'
+%% A modification of `abbrv.bst' for use with natbib package 
+%%
+%% Copyright 1993-2007 Patrick W Daly
+%% Max-Planck-Institut f\"ur Sonnensystemforschung
+%% Max-Planck-Str. 2
+%% D-37191 Katlenburg-Lindau
+%% Germany
+%% E-mail: daly@mps.mpg.de
+%%
+%% This program can be redistributed and/or modified under the terms
+%% of the LaTeX Project Public License Distributed from CTAN
+%% archives in directory macros/latex/base/lppl.txt; either
+%% version 1 of the License, or any later version.
+%%
+ % Version and source file information:
+ % \ProvidesFile{natbst.mbs}[2007/11/26 1.93 (PWD)]
+ %
+ % BibTeX `plainnat' family
+ %   version 0.99b for BibTeX versions 0.99a or later,
+ %   for LaTeX versions 2.09 and 2e.
+ %
+ % For use with the `natbib.sty' package; emulates the corresponding
+ %   member of the `plain' family, but with author-year citations.
+ %
+ % With version 6.0 of `natbib.sty', it may also be used for numerical
+ %   citations, while retaining the commands \citeauthor, \citefullauthor,
+ %   and \citeyear to print the corresponding information.
+ %
+ % For version 7.0 of `natbib.sty', the KEY field replaces missing
+ %   authors/editors, and the date is left blank in \bibitem.
+ %
+ % Includes field EID for the sequence/citation number of electronic journals
+ %  which is used instead of page numbers.
+ %
+ % Includes fields ISBN and ISSN.
+ %
+ % Includes field URL for Internet addresses.
+ %
+ % Includes field DOI for Digital Object Idenfifiers.
+ %
+ % Works best with the url.sty package of Donald Arseneau.
+ %
+ % Works with identical authors and year are further sorted by
+ %   citation key, to preserve any natural sequence.
+ %
+ENTRY
+  { address
+    author
+    booktitle
+    chapter
+    doi
+    eid
+    edition
+    editor
+    howpublished
+    institution
+    isbn
+    issn
+    journal
+    key
+    month
+    note
+    number
+    organization
+    pages
+    publisher
+    school
+    series
+    title
+    type
+    url
+    volume
+    year
+  }
+  {}
+  { label extra.label sort.label short.list }
+
+INTEGERS { output.state before.all mid.sentence after.sentence after.block }
+
+FUNCTION {init.state.consts}
+{ #0 'before.all :=
+  #1 'mid.sentence :=
+  #2 'after.sentence :=
+  #3 'after.block :=
+}
+
+STRINGS { s t }
+
+FUNCTION {output.nonnull}
+{ 's :=
+  output.state mid.sentence =
+    { ", " * write$ }
+    { output.state after.block =
+        { add.period$ write$
+          newline$
+          "\newblock " write$
+        }
+        { output.state before.all =
+            'write$
+            { add.period$ " " * write$ }
+          if$
+        }
+      if$
+      mid.sentence 'output.state :=
+    }
+  if$
+  s
+}
+
+FUNCTION {output}
+{ duplicate$ empty$
+    'pop$
+    'output.nonnull
+  if$
+}
+
+FUNCTION {output.check}
+{ 't :=
+  duplicate$ empty$
+    { pop$ "empty " t * " in " * cite$ * warning$ }
+    'output.nonnull
+  if$
+}
+
+FUNCTION {fin.entry}
+{ add.period$
+  write$
+  newline$
+}
+
+FUNCTION {new.block}
+{ output.state before.all =
+    'skip$
+    { after.block 'output.state := }
+  if$
+}
+
+FUNCTION {new.sentence}
+{ output.state after.block =
+    'skip$
+    { output.state before.all =
+        'skip$
+        { after.sentence 'output.state := }
+      if$
+    }
+  if$
+}
+
+FUNCTION {not}
+{   { #0 }
+    { #1 }
+  if$
+}
+
+FUNCTION {and}
+{   'skip$
+    { pop$ #0 }
+  if$
+}
+
+FUNCTION {or}
+{   { pop$ #1 }
+    'skip$
+  if$
+}
+
+FUNCTION {new.block.checka}
+{ empty$
+    'skip$
+    'new.block
+  if$
+}
+
+FUNCTION {new.block.checkb}
+{ empty$
+  swap$ empty$
+  and
+    'skip$
+    'new.block
+  if$
+}
+
+FUNCTION {new.sentence.checka}
+{ empty$
+    'skip$
+    'new.sentence
+  if$
+}
+
+FUNCTION {new.sentence.checkb}
+{ empty$
+  swap$ empty$
+  and
+    'skip$
+    'new.sentence
+  if$
+}
+
+FUNCTION {field.or.null}
+{ duplicate$ empty$
+    { pop$ "" }
+    'skip$
+  if$
+}
+
+FUNCTION {emphasize}
+{ duplicate$ empty$
+    { pop$ "" }
+    { "\emph{" swap$ * "}" * }
+  if$
+}
+
+INTEGERS { nameptr namesleft numnames }
+
+FUNCTION {format.names}
+{ 's :=
+  #1 'nameptr :=
+  s num.names$ 'numnames :=
+  numnames 'namesleft :=
+    { namesleft #0 > }
+    % Formerly { s nameptr "{f.~}{vv~}{ll}{, jj}" format.name$ 't :=
+    { s nameptr "{ff }{vv }{ll}{, jj}" format.name$ 't :=
+      nameptr #1 >
+        { namesleft #1 >
+            { ", " * t * }
+            { numnames #2 >
+                { "," * }
+                'skip$
+              if$
+              t "others" =
+                { " et~al." * }
+                { " and " * t * }
+              if$
+            }
+          if$
+        }
+        't
+      if$
+      nameptr #1 + 'nameptr :=
+      namesleft #1 - 'namesleft :=
+    }
+  while$
+}
+
+FUNCTION {format.key}
+{ empty$
+    { key field.or.null }
+    { "" }
+  if$
+}
+
+FUNCTION {format.authors}
+{ author empty$
+    { "" }
+    { author format.names }
+  if$
+}
+
+FUNCTION {format.editors}
+{ editor empty$
+    { "" }
+    { editor format.names
+      editor num.names$ #1 >
+        { ", editors" * }
+        { ", editor" * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.isbn}
+{ isbn empty$
+    { "" }
+%    { new.block "ISBN " isbn * }
+    { "" }
+  if$
+}
+
+FUNCTION {format.issn}
+{ issn empty$
+    { "" }
+%    { new.block "ISSN " issn * }
+    { "" }
+  if$
+}
+
+FUNCTION {format.url}
+{ url empty$
+    { "" }
+%    { new.block "URL \url{" url * "}" * }
+    { "" }
+  if$
+}
+
+FUNCTION {format.doi}
+{ doi empty$
+    { "" }
+%    { new.block "\doi{" doi * "}" * }
+    { "" }
+  if$
+}
+
+FUNCTION {format.title}
+{ title empty$
+    { "" }
+    { title "t" change.case$ }
+  if$
+}
+
+FUNCTION {format.full.names}
+{'s :=
+  #1 'nameptr :=
+  s num.names$ 'numnames :=
+  numnames 'namesleft :=
+    { namesleft #0 > }
+    { s nameptr
+      "{vv~}{ll}" format.name$ 't :=
+      nameptr #1 >
+        {
+          namesleft #1 >
+            { ", " * t * }
+            {
+              numnames #2 >
+                { "," * }
+                'skip$
+              if$
+              t "others" =
+                { " et~al." * }
+                { " and " * t * }
+              if$
+            }
+          if$
+        }
+        't
+      if$
+      nameptr #1 + 'nameptr :=
+      namesleft #1 - 'namesleft :=
+    }
+  while$
+}
+
+FUNCTION {author.editor.full}
+{ author empty$
+    { editor empty$
+        { "" }
+        { editor format.full.names }
+      if$
+    }
+    { author format.full.names }
+  if$
+}
+
+FUNCTION {author.full}
+{ author empty$
+    { "" }
+    { author format.full.names }
+  if$
+}
+
+FUNCTION {editor.full}
+{ editor empty$
+    { "" }
+    { editor format.full.names }
+  if$
+}
+
+FUNCTION {make.full.names}
+{ type$ "book" =
+  type$ "inbook" =
+  or
+    'author.editor.full
+    { type$ "proceedings" =
+        'editor.full
+        'author.full
+      if$
+    }
+  if$
+}
+
+FUNCTION {output.bibitem}
+{ newline$
+  "\bibitem[" write$
+  label write$
+  ")" make.full.names duplicate$ short.list =
+     { pop$ }
+     { * }
+   if$
+  "]{" * write$
+  cite$ write$
+  "}" write$
+  newline$
+  ""
+  before.all 'output.state :=
+}
+
+FUNCTION {n.dashify}
+{ 't :=
+  ""
+    { t empty$ not }
+    { t #1 #1 substring$ "-" =
+        { t #1 #2 substring$ "--" = not
+            { "--" *
+              t #2 global.max$ substring$ 't :=
+            }
+            {   { t #1 #1 substring$ "-" = }
+                { "-" *
+                  t #2 global.max$ substring$ 't :=
+                }
+              while$
+            }
+          if$
+        }
+        { t #1 #1 substring$ *
+          t #2 global.max$ substring$ 't :=
+        }
+      if$
+    }
+  while$
+}
+
+FUNCTION {format.date}
+{ year duplicate$ empty$
+    { "empty year in " cite$ * warning$
+       pop$ "" }
+    'skip$
+  if$
+%% CR: Leave out months.
+%  month empty$
+%    'skip$
+%    { month
+%      " " * swap$ *
+%    }
+%  if$
+  extra.label *
+}
+
+FUNCTION {format.btitle}
+{ title emphasize
+}
+
+FUNCTION {tie.or.space.connect}
+{ duplicate$ text.length$ #3 <
+    { "~" }
+    { " " }
+  if$
+  swap$ * *
+}
+
+FUNCTION {either.or.check}
+{ empty$
+    'pop$
+    { "can't use both " swap$ * " fields in " * cite$ * warning$ }
+  if$
+}
+
+FUNCTION {format.bvolume}
+{ volume empty$
+    { "" }
+%% CR: Don't show "volume 1234 of LNCS" etc.
+%    { "volume" volume tie.or.space.connect
+%      series empty$
+%        'skip$
+%        { " of " * series emphasize * }
+%      if$
+%      "volume and number" number either.or.check
+%    }
+    { "" }
+  if$
+}
+
+FUNCTION {format.number.series}
+{ volume empty$
+    { number empty$
+%% CR: Leave out series information.
+%        { series field.or.null }
+        { "" }
+        { output.state mid.sentence =
+            { "number" }
+            { "Number" }
+          if$
+          number tie.or.space.connect
+          series empty$
+            { "there's a number but no series in " cite$ * warning$ }
+            { " in " * series * }
+          if$
+        }
+      if$
+    }
+    { "" }
+  if$
+}
+
+FUNCTION {format.edition}
+{ edition empty$
+    { "" }
+    { output.state mid.sentence =
+        { edition "l" change.case$ " edition" * }
+        { edition "t" change.case$ " edition" * }
+      if$
+    }
+  if$
+}
+
+INTEGERS { multiresult }
+
+FUNCTION {multi.page.check}
+{ 't :=
+  #0 'multiresult :=
+    { multiresult not
+      t empty$ not
+      and
+    }
+    { t #1 #1 substring$
+      duplicate$ "-" =
+      swap$ duplicate$ "," =
+      swap$ "+" =
+      or or
+        { #1 'multiresult := }
+        { t #2 global.max$ substring$ 't := }
+      if$
+    }
+  while$
+  multiresult
+}
+
+FUNCTION {format.pages}
+{ pages empty$
+    { "" }
+    { pages multi.page.check
+        { "pages" pages n.dashify tie.or.space.connect }
+        { "page" pages tie.or.space.connect }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.eid}
+{ eid empty$
+    { "" }
+    { "art." eid tie.or.space.connect }
+  if$
+}
+
+FUNCTION {format.vol.num.pages}
+{ volume field.or.null
+  number empty$
+    'skip$
+    { "\penalty0 (" number * ")" * *
+      volume empty$
+        { "there's a number but no volume in " cite$ * warning$ }
+        'skip$
+      if$
+    }
+  if$
+  pages empty$
+    'skip$
+    { duplicate$ empty$
+        { pop$ format.pages }
+        { ":\penalty0 " * pages n.dashify * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.vol.num.eid}
+{ volume field.or.null
+  number empty$
+    'skip$
+    { "\penalty0 (" number * ")" * *
+      volume empty$
+        { "there's a number but no volume in " cite$ * warning$ }
+        'skip$
+      if$
+    }
+  if$
+  eid empty$
+    'skip$
+    { duplicate$ empty$
+        { pop$ format.eid }
+        { ":\penalty0 " * eid * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.chapter.pages}
+{ chapter empty$
+    'format.pages
+    { type empty$
+        { "chapter" }
+        { type "l" change.case$ }
+      if$
+      chapter tie.or.space.connect
+      pages empty$
+        'skip$
+        { ", " * format.pages * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.in.ed.booktitle}
+{ booktitle empty$
+    { "" }
+%% CR: Leave out editors even if the information is available.
+%    { editor empty$
+%        { "In " booktitle emphasize * }
+%        { "In " format.editors * ", " * booktitle emphasize * }
+%      if$
+%    }
+    { "In " booktitle emphasize * }
+  if$
+}
+
+FUNCTION {empty.misc.check}
+{ author empty$ title empty$ howpublished empty$
+  month empty$ year empty$ note empty$
+  and and and and and
+  key empty$ not and
+    { "all relevant fields are empty in " cite$ * warning$ }
+    'skip$
+  if$
+}
+
+FUNCTION {format.thesis.type}
+{ type empty$
+    'skip$
+    { pop$
+      type "t" change.case$
+    }
+  if$
+}
+
+FUNCTION {format.tr.number}
+{ type empty$
+    { "Technical Report" }
+    'type
+  if$
+  number empty$
+    { "t" change.case$ }
+    { number tie.or.space.connect }
+  if$
+}
+
+FUNCTION {format.article.crossref}
+{ key empty$
+    { journal empty$
+        { "need key or journal for " cite$ * " to crossref " * crossref *
+          warning$
+          ""
+        }
+        { "In \emph{" journal * "}" * }
+      if$
+    }
+    { "In " }
+  if$
+  " \citet{" * crossref * "}" *
+}
+
+FUNCTION {format.book.crossref}
+{ volume empty$
+    { "empty volume in " cite$ * "'s crossref of " * crossref * warning$
+      "In "
+    }
+    { "Volume" volume tie.or.space.connect
+      " of " *
+    }
+  if$
+  editor empty$
+  editor field.or.null author field.or.null =
+  or
+    { key empty$
+        { series empty$
+            { "need editor, key, or series for " cite$ * " to crossref " *
+              crossref * warning$
+              "" *
+            }
+            { "\emph{" * series * "}" * }
+          if$
+        }
+        'skip$
+      if$
+    }
+    'skip$
+  if$
+  " \citet{" * crossref * "}" *
+}
+
+FUNCTION {format.incoll.inproc.crossref}
+{ editor empty$
+  editor field.or.null author field.or.null =
+  or
+    { key empty$
+        { booktitle empty$
+            { "need editor, key, or booktitle for " cite$ * " to crossref " *
+              crossref * warning$
+              ""
+            }
+            { "In \emph{" booktitle * "}" * }
+          if$
+        }
+        { "In " }
+      if$
+    }
+    { "In " }
+  if$
+  " \citet{" * crossref * "}" *
+}
+
+FUNCTION {article}
+{ output.bibitem
+  format.authors "author" output.check
+  author format.key output
+  new.block
+  format.title "title" output.check
+  new.block
+  crossref missing$
+    { journal emphasize "journal" output.check
+      eid empty$
+        { format.vol.num.pages output }
+        { format.vol.num.eid output }
+      if$
+      format.date "year" output.check
+    }
+    { format.article.crossref output.nonnull
+      eid empty$
+        { format.pages output }
+        { format.eid output }
+      if$
+    }
+  if$
+  format.issn output
+  format.doi output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {book}
+{ output.bibitem
+  author empty$
+    { format.editors "author and editor" output.check
+      editor format.key output
+    }
+    { format.authors output.nonnull
+      crossref missing$
+        { "author and editor" editor either.or.check }
+        'skip$
+      if$
+    }
+  if$
+  new.block
+  format.btitle "title" output.check
+  crossref missing$
+    { format.bvolume output
+      new.block
+      format.number.series output
+      new.sentence
+      publisher "publisher" output.check
+      address output
+    }
+    { new.block
+      format.book.crossref output.nonnull
+    }
+  if$
+  format.edition output
+  format.date "year" output.check
+  format.isbn output
+  format.doi output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {booklet}
+{ output.bibitem
+  format.authors output
+  author format.key output
+  new.block
+  format.title "title" output.check
+  howpublished address new.block.checkb
+  howpublished output
+  address output
+  format.date output
+  format.isbn output
+  format.doi output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {inbook}
+{ output.bibitem
+  author empty$
+    { format.editors "author and editor" output.check
+      editor format.key output
+    }
+    { format.authors output.nonnull
+      crossref missing$
+        { "author and editor" editor either.or.check }
+        'skip$
+      if$
+    }
+  if$
+  new.block
+  format.btitle "title" output.check
+  crossref missing$
+    { format.bvolume output
+      format.chapter.pages "chapter and pages" output.check
+      new.block
+      format.number.series output
+      new.sentence
+      publisher "publisher" output.check
+      address output
+    }
+    { format.chapter.pages "chapter and pages" output.check
+      new.block
+      format.book.crossref output.nonnull
+    }
+  if$
+  format.edition output
+  format.date "year" output.check
+  format.isbn output
+  format.doi output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {incollection}
+{ output.bibitem
+  format.authors "author" output.check
+  author format.key output
+  new.block
+  format.title "title" output.check
+  new.block
+  crossref missing$
+    { format.in.ed.booktitle "booktitle" output.check
+      format.bvolume output
+      format.number.series output
+      format.chapter.pages output
+      new.sentence
+      publisher "publisher" output.check
+      address output
+      format.edition output
+      format.date "year" output.check
+    }
+    { format.incoll.inproc.crossref output.nonnull
+      format.chapter.pages output
+    }
+  if$
+  format.isbn output
+  format.doi output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {inproceedings}
+{ output.bibitem
+  format.authors "author" output.check
+  author format.key output
+  new.block
+  format.title "title" output.check
+  new.block
+  crossref missing$
+    { format.in.ed.booktitle "booktitle" output.check
+      format.bvolume output
+      format.number.series output
+      format.pages output
+      address empty$
+        { organization publisher new.sentence.checkb
+          organization output
+          publisher output
+          format.date "year" output.check
+        }
+        { address output.nonnull
+          format.date "year" output.check
+          new.sentence
+          organization output
+          publisher output
+        }
+      if$
+    }
+    { format.incoll.inproc.crossref output.nonnull
+      format.pages output
+    }
+  if$
+  format.isbn output
+  format.doi output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {conference} { inproceedings }
+
+FUNCTION {manual}
+{ output.bibitem
+  format.authors output
+  author format.key output
+  new.block
+  format.btitle "title" output.check
+  organization address new.block.checkb
+  organization output
+  address output
+  format.edition output
+  format.date output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {mastersthesis}
+{ output.bibitem
+  format.authors "author" output.check
+  author format.key output
+  new.block
+  format.title "title" output.check
+  new.block
+  "Master's thesis" format.thesis.type output.nonnull
+  school "school" output.check
+  address output
+  format.date "year" output.check
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {misc}
+{ output.bibitem
+  format.authors output
+  author format.key output
+  title howpublished new.block.checkb
+  format.title output
+  howpublished new.block.checka
+  howpublished output
+  format.date output
+  format.issn output
+  format.url output
+  new.block
+  note output
+  fin.entry
+  empty.misc.check
+}
+
+FUNCTION {phdthesis}
+{ output.bibitem
+  format.authors "author" output.check
+  author format.key output
+  new.block
+  format.btitle "title" output.check
+  new.block
+  "PhD thesis" format.thesis.type output.nonnull
+  school "school" output.check
+  address output
+  format.date "year" output.check
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {proceedings}
+{ output.bibitem
+  format.editors output
+  editor format.key output
+  new.block
+  format.btitle "title" output.check
+  format.bvolume output
+  format.number.series output
+  address output
+  format.date "year" output.check
+  new.sentence
+  organization output
+  publisher output
+  format.isbn output
+  format.doi output
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {techreport}
+{ output.bibitem
+  format.authors "author" output.check
+  author format.key output
+  new.block
+  format.title "title" output.check
+  new.block
+  format.tr.number output.nonnull
+  institution "institution" output.check
+  address output
+  format.date "year" output.check
+  format.url output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {unpublished}
+{ output.bibitem
+  format.authors "author" output.check
+  author format.key output
+  new.block
+  format.title "title" output.check
+  new.block
+  note "note" output.check
+  format.date output
+  format.url output
+  fin.entry
+}
+
+FUNCTION {default.type} { misc }
+
+
+MACRO {jan} {"Jan."}
+
+MACRO {feb} {"Feb."}
+
+MACRO {mar} {"Mar."}
+
+MACRO {apr} {"Apr."}
+
+MACRO {may} {"May"}
+
+MACRO {jun} {"June"}
+
+MACRO {jul} {"July"}
+
+MACRO {aug} {"Aug."}
+
+MACRO {sep} {"Sept."}
+
+MACRO {oct} {"Oct."}
+
+MACRO {nov} {"Nov."}
+
+MACRO {dec} {"Dec."}
+
+
+
+MACRO {acmcs} {"ACM Comput. Surv."}
+
+MACRO {acta} {"Acta Inf."}
+
+MACRO {cacm} {"Commun. ACM"}
+
+MACRO {ibmjrd} {"IBM J. Res. Dev."}
+
+MACRO {ibmsj} {"IBM Syst.~J."}
+
+MACRO {ieeese} {"IEEE Trans. Softw. Eng."}
+
+MACRO {ieeetc} {"IEEE Trans. Comput."}
+
+MACRO {ieeetcad}
+ {"IEEE Trans. Comput.-Aided Design Integrated Circuits"}
+
+MACRO {ipl} {"Inf. Process. Lett."}
+
+MACRO {jacm} {"J.~ACM"}
+
+MACRO {jcss} {"J.~Comput. Syst. Sci."}
+
+MACRO {scp} {"Sci. Comput. Programming"}
+
+MACRO {sicomp} {"SIAM J. Comput."}
+
+MACRO {tocs} {"ACM Trans. Comput. Syst."}
+
+MACRO {tods} {"ACM Trans. Database Syst."}
+
+MACRO {tog} {"ACM Trans. Gr."}
+
+MACRO {toms} {"ACM Trans. Math. Softw."}
+
+MACRO {toois} {"ACM Trans. Office Inf. Syst."}
+
+MACRO {toplas} {"ACM Trans. Prog. Lang. Syst."}
+
+MACRO {tcs} {"Theoretical Comput. Sci."}
+
+
+READ
+
+FUNCTION {sortify}
+{ purify$
+  "l" change.case$
+}
+
+INTEGERS { len }
+
+FUNCTION {chop.word}
+{ 's :=
+  'len :=
+  s #1 len substring$ =
+    { s len #1 + global.max$ substring$ }
+    's
+  if$
+}
+
+FUNCTION {format.lab.names}
+{ 's :=
+  s #1 "{vv~}{ll}" format.name$
+  s num.names$ duplicate$
+  #2 >
+    { pop$ " et~al." * }
+    { #2 <
+        'skip$
+        { s #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
+            { " et~al." * }
+            { " and " * s #2 "{vv~}{ll}" format.name$ * }
+          if$
+        }
+      if$
+    }
+  if$
+}
+
+FUNCTION {author.key.label}
+{ author empty$
+    { key empty$
+        { cite$ #1 #3 substring$ }
+        'key
+      if$
+    }
+    { author format.lab.names }
+  if$
+}
+
+FUNCTION {author.editor.key.label}
+{ author empty$
+    { editor empty$
+        { key empty$
+            { cite$ #1 #3 substring$ }
+            'key
+          if$
+        }
+        { editor format.lab.names }
+      if$
+    }
+    { author format.lab.names }
+  if$
+}
+
+FUNCTION {author.key.organization.label}
+{ author empty$
+    { key empty$
+        { organization empty$
+            { cite$ #1 #3 substring$ }
+            { "The " #4 organization chop.word #3 text.prefix$ }
+          if$
+        }
+        'key
+      if$
+    }
+    { author format.lab.names }
+  if$
+}
+
+FUNCTION {editor.key.organization.label}
+{ editor empty$
+    { key empty$
+        { organization empty$
+            { cite$ #1 #3 substring$ }
+            { "The " #4 organization chop.word #3 text.prefix$ }
+          if$
+        }
+        'key
+      if$
+    }
+    { editor format.lab.names }
+  if$
+}
+
+FUNCTION {calc.short.authors}
+{ type$ "book" =
+  type$ "inbook" =
+  or
+    'author.editor.key.label
+    { type$ "proceedings" =
+        'editor.key.organization.label
+        { type$ "manual" =
+            'author.key.organization.label
+            'author.key.label
+          if$
+        }
+      if$
+    }
+  if$
+  'short.list :=
+}
+
+FUNCTION {calc.label}
+{ calc.short.authors
+  short.list
+  "("
+  *
+  year duplicate$ empty$
+  short.list key field.or.null = or
+     { pop$ "" }
+     'skip$
+  if$
+  *
+  'label :=
+}
+
+FUNCTION {sort.format.names}
+{ 's :=
+  #1 'nameptr :=
+  ""
+  s num.names$ 'numnames :=
+  numnames 'namesleft :=
+    { namesleft #0 > }
+    {
+      s nameptr "{vv{ } }{ll{ }}{  f{ }}{  jj{ }}" format.name$ 't :=
+      nameptr #1 >
+        {
+          "   "  *
+          namesleft #1 = t "others" = and
+            { "zzzzz" * }
+            { numnames #2 > nameptr #2 = and
+                { "zz" * year field.or.null * "   " * }
+                'skip$
+              if$
+              t sortify *
+            }
+          if$
+        }
+        { t sortify * }
+      if$
+      nameptr #1 + 'nameptr :=
+      namesleft #1 - 'namesleft :=
+    }
+  while$
+}
+
+FUNCTION {sort.format.title}
+{ 't :=
+  "A " #2
+    "An " #3
+      "The " #4 t chop.word
+    chop.word
+  chop.word
+  sortify
+  #1 global.max$ substring$
+}
+
+FUNCTION {author.sort}
+{ author empty$
+    { key empty$
+        { "to sort, need author or key in " cite$ * warning$
+          ""
+        }
+        { key sortify }
+      if$
+    }
+    { author sort.format.names }
+  if$
+}
+
+FUNCTION {author.editor.sort}
+{ author empty$
+    { editor empty$
+        { key empty$
+            { "to sort, need author, editor, or key in " cite$ * warning$
+              ""
+            }
+            { key sortify }
+          if$
+        }
+        { editor sort.format.names }
+      if$
+    }
+    { author sort.format.names }
+  if$
+}
+
+FUNCTION {author.organization.sort}
+{ author empty$
+    { organization empty$
+        { key empty$
+            { "to sort, need author, organization, or key in " cite$ * warning$
+              ""
+            }
+            { key sortify }
+          if$
+        }
+        { "The " #4 organization chop.word sortify }
+      if$
+    }
+    { author sort.format.names }
+  if$
+}
+
+FUNCTION {editor.organization.sort}
+{ editor empty$
+    { organization empty$
+        { key empty$
+            { "to sort, need editor, organization, or key in " cite$ * warning$
+              ""
+            }
+            { key sortify }
+          if$
+        }
+        { "The " #4 organization chop.word sortify }
+      if$
+    }
+    { editor sort.format.names }
+  if$
+}
+
+
+FUNCTION {presort}
+{ calc.label
+  label sortify
+  "    "
+  *
+  type$ "book" =
+  type$ "inbook" =
+  or
+    'author.editor.sort
+    { type$ "proceedings" =
+        'editor.organization.sort
+        { type$ "manual" =
+            'author.organization.sort
+            'author.sort
+          if$
+        }
+      if$
+    }
+  if$
+  "    "
+  *
+  year field.or.null sortify
+  *
+  "    "
+  *
+  cite$
+  *
+  #1 entry.max$ substring$
+  'sort.label :=
+  sort.label *
+  #1 entry.max$ substring$
+  'sort.key$ :=
+}
+
+ITERATE {presort}
+
+SORT
+
+STRINGS { longest.label last.label next.extra }
+
+INTEGERS { longest.label.width last.extra.num number.label }
+
+FUNCTION {initialize.longest.label}
+{ "" 'longest.label :=
+  #0 int.to.chr$ 'last.label :=
+  "" 'next.extra :=
+  #0 'longest.label.width :=
+  #0 'last.extra.num :=
+  #0 'number.label :=
+}
+
+FUNCTION {forward.pass}
+{ last.label label =
+    { last.extra.num #1 + 'last.extra.num :=
+      last.extra.num int.to.chr$ 'extra.label :=
+    }
+    { "a" chr.to.int$ 'last.extra.num :=
+      "" 'extra.label :=
+      label 'last.label :=
+    }
+  if$
+  number.label #1 + 'number.label :=
+}
+
+FUNCTION {reverse.pass}
+{ next.extra "b" =
+    { "a" 'extra.label := }
+    'skip$
+  if$
+  extra.label 'next.extra :=
+  extra.label
+  duplicate$ empty$
+    'skip$
+    { "{\natexlab{" swap$ * "}}" * }
+  if$
+  'extra.label :=
+  label extra.label * 'label :=
+}
+
+EXECUTE {initialize.longest.label}
+
+ITERATE {forward.pass}
+
+REVERSE {reverse.pass}
+
+FUNCTION {bib.sort.order}
+{ sort.label  'sort.key$ :=
+}
+
+ITERATE {bib.sort.order}
+
+SORT
+
+FUNCTION {begin.bib}
+{   preamble$ empty$
+    'skip$
+    { preamble$ write$ newline$ }
+  if$
+  "\begin{thebibliography}{" number.label int.to.str$ * "}" *
+  write$ newline$
+  "\providecommand{\natexlab}[1]{#1}"
+  write$ newline$
+  "\providecommand{\url}[1]{\texttt{#1}}"
+  write$ newline$
+  "\expandafter\ifx\csname urlstyle\endcsname\relax"
+  write$ newline$
+  "  \providecommand{\doi}[1]{doi: #1}\else"
+  write$ newline$
+  "  \providecommand{\doi}{doi: \begingroup \urlstyle{rm}\Url}\fi"
+  write$ newline$
+}
+
+EXECUTE {begin.bib}
+
+EXECUTE {init.state.consts}
+
+ITERATE {call.type$}
+
+FUNCTION {end.bib}
+{ newline$
+  "\end{thebibliography}" write$ newline$
+}
+
+EXECUTE {end.bib}

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/main.bib

@@ -0,0 +1,173 @@
+@inproceedings{xue2024human3diffusion,
+  title={Human-3Diffusion: Realistic Avatar Creation via Explicit 3D Consistent Diffusion Models},
+  author={Xue, Yuxuan and Xie, Xianghui and Marin, Riccardo and Pons-Moll, Gerard},
+  booktitle={Advances in Neural Information Processing Systems},
+  year={2024}
+}
+
+@article{kerbl2023gaussians,
+  title={3D Gaussian Splatting for Real-Time Radiance Field Rendering},
+  author={Kerbl, Bernhard and Kopanas, Georgios and Leimkuehler, Thomas and Drettakis, George},
+  journal={ACM Transactions on Graphics},
+  volume={42},
+  number={4},
+  year={2023}
+}
+
+@inproceedings{pavlakos2019smplx,
+  title={Expressive Body Capture: 3D Hands, Face, and Body From a Single Image},
+  author={Pavlakos, Georgios and Choutas, Vasileios and Ghorbani, Nima and Bolkart, Timo and Osman, Ahmed A. A. and Tzionas, Dimitrios and Black, Michael J.},
+  booktitle={CVPR},
+  pages={10975--10985},
+  year={2019}
+}
+
+@inproceedings{xiong2024mvhuman,
+  title={MVHumanNet: A Large-scale Dataset of Multi-view Daily Dressing Human Captures},
+  author={Xiong, Zhangyang and Li, Chenghong and Liu, Kenkun and Liao, Hongjie and Hu, Jianqiao and Zhu, Junyi and Ning, Shuliang and Qiu, Lingteng and Wang, Chongjie and Wang, Shijie and Cui, Shuguang and Han, Xiaoguang},
+  booktitle={CVPR},
+  pages={19801--19811},
+  year={2024}
+}
+
+@article{xiong2025mvhumanpp,
+  title={MVHumanNet++: A Large-scale Dataset of Multi-view Daily Dressing Human Captures with Richer Annotations for 3D Human Digitization},
+  author={Xiong, Zhangyang and others},
+  journal={arXiv preprint arXiv:2505.01838},
+  year={2025}
+}
+
+@inproceedings{yang2023synbody,
+  title={SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modeling},
+  author={Yang, Zhitao and Cai, Zhongang and Mei, Haiyi and Liu, Shuai and Chen, Zhaoxi and Xiao, Weiye and Wei, Yukun and Qing, Zhongfei and Wei, Chen and Dai, Bo and Wu, Wayne and Qian, Chen and Lin, Dahua and Liu, Ziwei and Yang, Lei},
+  booktitle={ICCV},
+  pages={20282--20292},
+  year={2023}
+}
+
+@inproceedings{hu2023sherf,
+  title={SHERF: Generalizable Human NeRF from a Single Image},
+  author={Hu, Shoukang and Hong, Fangzhou and Pan, Liang and Mei, Haiyi and Yang, Lei and Liu, Ziwei},
+  booktitle={ICCV},
+  pages={9352--9364},
+  year={2023}
+}
+
+@inproceedings{zheng2024gpsgaussian,
+  title={GPS-Gaussian: Generalizable Pixel-wise 3D Gaussian Splatting for Real-time Human Novel View Synthesis},
+  author={Zheng, Shunyuan and Zhou, Boyao and Shao, Ruizhi and Liu, Boning and Zhang, Shengping and Nie, Liqiang and Liu, Yebin},
+  booktitle={CVPR},
+  pages={19680--19690},
+  year={2024}
+}
+
+@inproceedings{xiao2025rogsplat,
+  title={RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images},
+  author={Xiao, Junjin and Zhang, Qing and Nie, Yonewei and Zhu, Lei and Zheng, Wei-Shi},
+  booktitle={CVPR},
+  pages={5980--5990},
+  year={2025}
+}
+
+@inproceedings{tu2025gbcsplat,
+  title={GBC-Splat: Generalizable Gaussian-Based Clothed Human Digitalization under Sparse RGB Cameras},
+  author={Tu, Hanzhang and Liao, Zhanfeng and Zhou, Boyao and Zheng, Shunyuan and Zhou, Xilong and Zhang, Liuxin and Wang, QianYing and Liu, Yebin},
+  booktitle={CVPR},
+  pages={26377--26387},
+  year={2025}
+}
+
+@article{zubekhin2025giga,
+  title={GIGA: Generalizable Sparse Image-driven Gaussian Avatars},
+  author={Zubekhin, Anton and Zhu, Heming and Gotardo, Paulo and Beeler, Thabo and Habermann, Marc and Theobalt, Christian},
+  journal={arXiv preprint arXiv:2504.07144},
+  year={2025}
+}
+
+@inproceedings{kim2026ghgs,
+  title={Generalizable Human Gaussian Splatting via Multi-view Semantic Consistency},
+  author={Kim, Jingi and Kim, Wonjun},
+  booktitle={CVPR Findings},
+  pages={139--148},
+  year={2026}
+}
+
+@inproceedings{chen2024morphable,
+  title={Morphable Diffusion: 3D-Consistent Diffusion for Single-image Avatar Creation},
+  author={Chen, Xiyi and Mihajlovic, Marko and Wang, Shaofei and Prokudin, Sergey and Tang, Siyu},
+  booktitle={CVPR},
+  pages={10359--10370},
+  year={2024}
+}
+
+@inproceedings{qiu2025anigs,
+  title={AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstruction},
+  author={Qiu, Lingteng and Zhu, Shenhao and Zuo, Qi and Gu, Xiaodong and Dong, Yuan and Zhang, Junfei and Xu, Chao and Li, Zhe and Yuan, Weihao and Bo, Liefeng and Chen, Guanying and Dong, Zilong},
+  booktitle={CVPR},
+  pages={21148--21158},
+  year={2025}
+}
+
+@inproceedings{huang2025adahuman,
+  title={AdaHuman: Animatable Detailed 3D Human Generation with Compositional Multiview Diffusion},
+  author={Huang, Yangyi and Yuan, Ye and Li, Xueting and Kautz, Jan and Iqbal, Umar},
+  booktitle={ICCV},
+  pages={13533--13543},
+  year={2025}
+}
+
+@inproceedings{qiu2025lhm,
+  title={LHM: Large Animatable Human Reconstruction Model for Single Image to 3D in Seconds},
+  author={Qiu, Lingteng and Gu, Xiaodong and Li, Peihao and Zuo, Qi and Shen, Weichao and Zhang, Junfei and Qiu, Kejie and Yuan, Weihao and Chen, Guanying and Dong, Zilong and Bo, Liefeng},
+  booktitle={ICCV},
+  pages={14184--14194},
+  year={2025}
+}
+
+@article{qiu2026lhmpp,
+  title={LHM++: An Efficient Large Human Reconstruction Model for Pose-free Images to 3D},
+  author={Qiu, Lingteng and Li, Peihao and Li, Heyuan and Zuo, Qi and Gu, Xiaodong and Dong, Yuan and Yuan, Weihao and Peng, Rui and Zhu, Siyu and Han, Xiaoguang and Chen, Guanying and Dong, Zilong},
+  journal={arXiv preprint},
+  year={2026}
+}
+
+@inproceedings{cao2025mvgenmaster,
+  title={MVGenMaster: Scaling Multi-View Generation from Any Image via 3D Priors Enhanced Diffusion Model},
+  author={Cao, Chenjie and Yu, Chaohui and Liu, Shang and Wang, Fan and Xue, Xiangyang and Fu, Yanwei},
+  booktitle={CVPR},
+  pages={6045--6056},
+  year={2025}
+}
+
+@article{jin2025diffuman4d,
+  title={Diffuman4D: 4D Consistent Human View Synthesis from Sparse-View Videos with Spatio-Temporal Diffusion Models},
+  author={Jin, Yudong and Peng, Sida and Wang, Xuan and Xie, Tao and Xu, Zhen and Yang, Yifan and Shen, Yujun and Bao, Hujun and Zhou, Xiaowei},
+  journal={arXiv preprint arXiv:2507.13344},
+  year={2025}
+}
+
+@inproceedings{kocabas2024hugs,
+  title={HUGS: Human Gaussian Splats},
+  author={Kocabas, Muhammed and Chang, Jen-Hao Rick and Gabriel, James and Tuzel, Oncel and Ranjan, Anurag},
+  booktitle={CVPR},
+  pages={505--515},
+  year={2024}
+}
+
+@inproceedings{zhang2018lpips,
+  title={The Unreasonable Effectiveness of Deep Features as a Perceptual Metric},
+  author={Zhang, Richard and Isola, Phillip and Efros, Alexei A. and Shechtman, Eli and Wang, Oliver},
+  booktitle={CVPR},
+  pages={586--595},
+  year={2018}
+}
+
+@article{wang2004ssim,
+  title={Image Quality Assessment: From Error Visibility to Structural Similarity},
+  author={Wang, Zhou and Bovik, Alan C. and Sheikh, Hamid R. and Simoncelli, Eero P.},
+  journal={IEEE Transactions on Image Processing},
+  volume={13},
+  number={4},
+  pages={600--612},
+  year={2004}
+}

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/main.pdf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1bb84ba84121244d6feaed35ae736e959bdc88e8c5b31fc5349740be1623b18
+size 1465165

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/main.tex

@@ -0,0 +1,31 @@
+\documentclass[10pt,twocolumn,letterpaper]{article}
+
+\usepackage[review]{cvpr}
+\input{preamble}
+
+\definecolor{cvprblue}{rgb}{0.21,0.49,0.74}
+\usepackage[pagebackref,breaklinks,colorlinks,allcolors=cvprblue]{hyperref}
+
+\def\paperID{0000}
+\def\confName{CVPR}
+\def\confYear{2026}
+
+\title{Human3Diffusion++: High-Fidelity Sparse-View Humans with\\Controllable-Pose Gaussian Completion}
+
+\author{Anonymous CVPR Submission\\Paper ID 0000}
+
+\begin{document}
+\maketitle
+\input{sec/0_abstract}
+\input{sec/1_intro}
+\input{sec/2_related}
+\input{sec/3_method}
+\input{sec/4_experiments}
+\input{sec/5_limitations}
+\input{sec/6_conclusion}
+
+{\small
+\bibliographystyle{ieeenat_fullname}
+\bibliography{main}
+}
+\end{document}

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/preamble.tex

@@ -0,0 +1,27 @@
+\usepackage{amsmath,amssymb,bm}
+\usepackage{booktabs}
+\usepackage{graphicx}
+\usepackage{makecell}
+\usepackage{multirow}
+\usepackage{microtype}
+\usepackage{tabularx}
+\usepackage{xcolor}
+\usepackage{xspace}
+\usepackage{enumitem}
+\usepackage{tikz}
+\usetikzlibrary{arrows.meta,fit,positioning}
+
+\definecolor{hblue}{HTML}{2D6CDF}
+\definecolor{horange}{HTML}{E56B2F}
+\definecolor{hgreen}{HTML}{2C8B57}
+\definecolor{hgray}{HTML}{F1F3F5}
+
+\newcommand{\method}{Human3Diffusion++\xspace}
+\newcommand{\ours}{H3D++\xspace}
+\newcommand{\good}[1]{\textcolor{hgreen}{#1}}
+\newcommand{\bad}[1]{\textcolor{horange}{#1}}
+\newcommand{\R}{\mathbb{R}}
+
+\setlist[itemize]{leftmargin=1.15em,itemsep=0.15em,topsep=0.2em}
+\setlength{\tabcolsep}{3.5pt}
+\renewcommand{\arraystretch}{1.05}

archives/human3diffusion_cvpr2026_20260901/paper/CVPR2026_Human3Diffusion_Paper/rebuttal.tex

@@ -0,0 +1,137 @@
+\documentclass[10pt,twocolumn,letterpaper]{article}
+\usepackage[rebuttal]{cvpr}
+
+% Include other packages here, before hyperref.
+\usepackage{graphicx}
+\usepackage{amsmath}
+\usepackage{amssymb}
+\usepackage{booktabs}
+
+% Import additional packages in the preamble file, before hyperref
+\input{preamble}
+
+% If you comment hyperref and then uncomment it, you should delete
+% egpaper.aux before re-running latex.  (Or just hit 'q' on the first latex
+% run, let it finish, and you should be clear).
+\definecolor{cvprblue}{rgb}{0.21,0.49,0.74}
+\usepackage[pagebackref,breaklinks,colorlinks,allcolors=cvprblue]{hyperref}
+
+% If you wish to avoid re-using figure, table, and equation numbers from
+% the main paper, please uncomment the following and change the numbers
+% appropriately.
+%\setcounter{figure}{2}
+%\setcounter{table}{1}
+%\setcounter{equation}{2}
+
+% If you wish to avoid re-using reference numbers from the main paper,
+% please uncomment the following and change the counter value to the
+% number of references you have in the main paper (here, 100).
+%\makeatletter
+%\apptocmd{\thebibliography}{\global\c@NAT@ctr 100\relax}{}{}
+%\makeatother
+
+%%%%%%%%% PAPER ID  - PLEASE UPDATE
+\def\paperID{*****} % *** Enter the Paper ID here
+\def\confName{CVPR}
+\def\confYear{2026}
+
+\begin{document}
+
+%%%%%%%%% TITLE - PLEASE UPDATE
+\title{\LaTeX\ Guidelines for Author Response}  % **** Enter the paper title here
+
+\maketitle
+\thispagestyle{empty}
+\appendix
+
+%%%%%%%%% BODY TEXT - ENTER YOUR RESPONSE BELOW
+\section{Introduction}
+
+After receiving paper reviews, authors may optionally submit a rebuttal to address the reviewers' comments, which will be limited to a {\bf one page} PDF file.
+Please follow the steps and style guidelines outlined below for submitting your author response.
+
+The author rebuttal is optional and, following similar guidelines to previous conferences, is meant to provide you with an opportunity to rebut factual errors or to supply additional information requested by the reviewers.
+It is NOT intended to add new contributions (theorems, algorithms, experiments) that were absent in the original submission and NOT specifically requested by the reviewers.
+You may optionally add a figure, graph, or proof to your rebuttal to better illustrate your answer to the reviewers' comments.
+
+Per a passed 2018 PAMI-TC motion, reviewers should refrain from requesting significant additional experiments for the rebuttal or penalize for lack of additional experiments.
+Authors should refrain from including new experimental results in the rebuttal, especially when not specifically requested to do so by the reviewers.
+Authors may include figures with illustrations or comparison tables of results reported in the submission/supplemental material or in other papers.
+
+Just like the original submission, the rebuttal must maintain anonymity and cannot include external links that reveal the author identity or circumvent the length restriction.
+The rebuttal must comply with this template (the use of sections is not required, though it is recommended to structure the rebuttal for ease of reading).
+
+%-------------------------------------------------------------------------
+
+\subsection{Response length}
+Author responses must be no longer than 1 page in length including any references and figures.
+Overlength responses will simply not be reviewed.
+This includes responses where the margins and formatting are deemed to have been significantly altered from those laid down by this style guide.
+Note that this \LaTeX\ guide already sets figure captions and references in a smaller font.
+
+%------------------------------------------------------------------------
+\section{Formatting your Response}
+
+{\bf Make sure to update the paper title and paper ID in the appropriate place in the tex file.}
+
+All text must be in a two-column format.
+The total allowable size of the text area is $6\frac78$ inches (17.46 cm) wide by $8\frac78$ inches (22.54 cm) high.
+Columns are to be $3\frac14$ inches (8.25 cm) wide, with a $\frac{5}{16}$ inch (0.8 cm) space between them.
+The top margin should begin 1 inch (2.54 cm) from the top edge of the page.
+The bottom margin should be $1\frac{1}{8}$ inches (2.86 cm) from the bottom edge of the page for $8.5 \times 11$-inch paper;
+for A4 paper, approximately $1\frac{5}{8}$ inches (4.13 cm) from the bottom edge of the page.
+
+Please number any displayed equations.
+It is important for readers to be able to refer to any particular equation.
+
+Wherever Times is specified, Times Roman may also be used.
+Main text should be in 10-point Times, single-spaced.
+Section headings should be in 10 or 12 point Times.
+All paragraphs should be indented 1 pica (approx.~$\frac{1}{6}$ inch or 0.422 cm).
+Figure and table captions should be 9-point Roman type as in \cref{fig:onecol}.
+
+
+List and number all bibliographical references in 9-point Times, single-spaced,
+at the end of your response.
+When referenced in the text, enclose the citation number in square brackets, for example~\cite{Alpher05}.
+Where appropriate, include the name(s) of editors of referenced books.
+
+\begin{figure}[t]
+  \centering
+  \fbox{\rule{0pt}{0.5in} \rule{0.9\linewidth}{0pt}}
+  %\includegraphics[width=0.8\linewidth]{egfigure.eps}
+   \caption{Example of caption.  It is set in Roman so that mathematics
+   (always set in Roman: $B \sin A = A \sin B$) may be included without an
+   ugly clash.}
+   \label{fig:onecol}
+\end{figure}
+
+To avoid ambiguities, it is best if the numbering for equations, figures, tables, and references in the author response does not overlap with that in the main paper (the reviewer may wonder if you talk about \cref{fig:onecol} in the author response or in the paper).
+See \LaTeX\ template for a workaround.
+
+%-------------------------------------------------------------------------
+\subsection{Illustrations, graphs, and photographs}
+
+All graphics should be centered.
+Please ensure that any point you wish to make is resolvable in a printed copy of the response.
+Resize fonts in figures to match the font in the body text, and choose line widths which render effectively in print.
+Readers (and reviewers), even of an electronic copy, may choose to print your response in order to read it.
+You cannot insist that they do otherwise, and therefore must not assume that they can zoom in to see tiny details on a graphic.
+
+When placing figures in \LaTeX, it is almost always best to use \verb+\includegraphics+, and to specify the  figure width as a multiple of the line width as in the example below
+{\small\begin{verbatim}
+   \usepackage{graphicx} ...
+   \includegraphics[width=0.8\linewidth]
+                   {myfile.pdf}
+\end{verbatim}
+}
+
+
+%%%%%%%%% REFERENCES
+{
+    \small
+    \bibliographystyle{ieeenat_fullname}
+    \bibliography{main}
+}
+
+\end{document}