Hugging Face's logo

qualcomm
/
ResNeXt101

Image Classification
PyTorch
backbone
bu_auto
android
Model card Files
xet
 Community

ResNeXt101: Optimized for Qualcomm Devices

ResNeXt101 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.

This is based on the implementation of ResNeXt101 found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime Precision Chipset SDK Versions Download
ONNX float Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a8 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download
TFLITE w8a8 Universal QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit ResNeXt101 on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for ResNeXt101 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_classification

Model Stats:

  • Input resolution: 224x224
  • Model checkpoint: Imagenet
  • Model size (float): 338 MB
  • Model size (w8a8): 87.3 MB
  • Number of parameters: 88.7M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNeXt101 ONNX float Snapdragon® X2 Elite 3.097 ms 2 - 2 MB NPU
ResNeXt101 ONNX float Snapdragon® X Elite 6.468 ms 172 - 172 MB NPU
ResNeXt101 ONNX float Snapdragon® 8 Gen 3 Mobile 4.519 ms 0 - 368 MB NPU
ResNeXt101 ONNX float Snapdragon® 8 Gen 1 Mobile 9.542 ms 1 - 313 MB NPU
ResNeXt101 ONNX float Qualcomm® Dragonwing™ IQ-8275 10.899 ms 0 - 4 MB NPU
ResNeXt101 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.634 ms 0 - 193 MB NPU
ResNeXt101 ONNX float Qualcomm® QCS8450 9.542 ms 1 - 313 MB NPU
ResNeXt101 ONNX float Qualcomm® Dragonwing™ IQ-9075 9.722 ms 0 - 4 MB NPU
ResNeXt101 ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.468 ms 172 - 172 MB NPU
ResNeXt101 ONNX float Qualcomm® Dragonwing™ Q-8750 3.899 ms 0 - 183 MB NPU
ResNeXt101 ONNX float Snapdragon® 8 Elite Mobile 3.899 ms 0 - 183 MB NPU
ResNeXt101 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.059 ms 0 - 188 MB NPU
ResNeXt101 ONNX w8a8 Snapdragon® X2 Elite 1.373 ms 1 - 1 MB NPU
ResNeXt101 ONNX w8a8 Snapdragon® X Elite 2.918 ms 88 - 88 MB NPU
ResNeXt101 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 2.118 ms 0 - 263 MB NPU
ResNeXt101 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 3.989 ms 0 - 264 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 14.031 ms 0 - 3 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 3.083 ms 0 - 4 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.899 ms 0 - 137 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® QCS8450 3.989 ms 0 - 264 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 3.312 ms 0 - 3 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.918 ms 88 - 88 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 34.391 ms 0 - 376 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 4.079 ms 0 - 249 MB NPU
ResNeXt101 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.885 ms 0 - 216 MB NPU
ResNeXt101 ONNX w8a8 Snapdragon® 8 Elite Mobile 1.885 ms 0 - 216 MB NPU
ResNeXt101 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.577 ms 0 - 222 MB NPU
ResNeXt101 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 4.079 ms 0 - 249 MB NPU
ResNeXt101 QNN_DLC float Snapdragon® X2 Elite 3.651 ms 1 - 1 MB NPU
ResNeXt101 QNN_DLC float Snapdragon® X Elite 6.927 ms 1 - 1 MB NPU
ResNeXt101 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.642 ms 0 - 364 MB NPU
ResNeXt101 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 9.922 ms 0 - 311 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 10.913 ms 1 - 4 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 35.971 ms 1 - 180 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.85 ms 1 - 3 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® SA8775P 10.291 ms 1 - 194 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® SA8650P 10.291 ms 1 - 194 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® SA8255P 10.291 ms 1 - 194 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® QCS8450 9.922 ms 0 - 311 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 9.895 ms 1 - 3 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 6.927 ms 1 - 1 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.959 ms 1 - 181 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® SA7255P 35.971 ms 1 - 180 MB NPU
ResNeXt101 QNN_DLC float Qualcomm® SA8295P 10.92 ms 1 - 134 MB NPU
ResNeXt101 QNN_DLC float Snapdragon® 8 Elite Mobile 3.959 ms 1 - 181 MB NPU
ResNeXt101 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 3.161 ms 0 - 189 MB NPU
ResNeXt101 QNN_DLC w8a8 Snapdragon® X2 Elite 1.653 ms 0 - 0 MB NPU
ResNeXt101 QNN_DLC w8a8 Snapdragon® X Elite 3.095 ms 0 - 0 MB NPU
ResNeXt101 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 2.093 ms 0 - 259 MB NPU
ResNeXt101 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 3.982 ms 0 - 261 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 14.35 ms 0 - 2 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 3.048 ms 0 - 3 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 6.558 ms 0 - 214 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.864 ms 0 - 2 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® SA8775P 3.488 ms 0 - 215 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® SA8650P 3.488 ms 0 - 215 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® SA8255P 3.488 ms 0 - 215 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® QCS8450 3.982 ms 0 - 261 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 3.279 ms 0 - 2 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.095 ms 0 - 0 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 32.441 ms 0 - 372 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 4.063 ms 0 - 244 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.84 ms 0 - 210 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® SA7255P 6.558 ms 0 - 214 MB NPU
ResNeXt101 QNN_DLC w8a8 Qualcomm® SA8295P 4.266 ms 0 - 217 MB NPU
ResNeXt101 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.84 ms 0 - 210 MB NPU
ResNeXt101 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.519 ms 0 - 218 MB NPU
ResNeXt101 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 4.063 ms 0 - 244 MB NPU
ResNeXt101 TFLITE float Snapdragon® 8 Gen 3 Mobile 4.628 ms 0 - 532 MB NPU
ResNeXt101 TFLITE float Snapdragon® 8 Gen 1 Mobile 9.871 ms 0 - 479 MB NPU
ResNeXt101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 10.953 ms 0 - 175 MB NPU
ResNeXt101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 36.001 ms 0 - 358 MB NPU
ResNeXt101 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.813 ms 0 - 3 MB NPU
ResNeXt101 TFLITE float Qualcomm® SA8775P 10.258 ms 0 - 358 MB NPU
ResNeXt101 TFLITE float Qualcomm® SA8650P 10.258 ms 0 - 358 MB NPU
ResNeXt101 TFLITE float Qualcomm® SA8255P 10.258 ms 0 - 358 MB NPU
ResNeXt101 TFLITE float Qualcomm® QCS8450 9.871 ms 0 - 479 MB NPU
ResNeXt101 TFLITE float Qualcomm® Dragonwing™ IQ-9075 9.848 ms 0 - 174 MB NPU
ResNeXt101 TFLITE float Qualcomm® Dragonwing™ Q-8750 3.968 ms 0 - 354 MB NPU
ResNeXt101 TFLITE float Qualcomm® SA7255P 36.001 ms 0 - 358 MB NPU
ResNeXt101 TFLITE float Qualcomm® SA8295P 10.976 ms 0 - 305 MB NPU
ResNeXt101 TFLITE float Snapdragon® 8 Elite Mobile 3.968 ms 0 - 354 MB NPU
ResNeXt101 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.131 ms 0 - 369 MB NPU
ResNeXt101 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 2.011 ms 0 - 255 MB NPU
ResNeXt101 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 3.823 ms 0 - 252 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 13.967 ms 0 - 89 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 2.873 ms 0 - 89 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 6.283 ms 0 - 213 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.648 ms 0 - 2 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® SA8775P 3.331 ms 0 - 215 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® SA8650P 3.331 ms 0 - 215 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® SA8255P 3.331 ms 0 - 215 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® QCS8450 3.823 ms 0 - 252 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 3.081 ms 0 - 89 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 34.399 ms 0 - 374 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 3.946 ms 0 - 243 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 1.738 ms 0 - 208 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® SA7255P 6.283 ms 0 - 213 MB NPU
ResNeXt101 TFLITE w8a8 Qualcomm® SA8295P 4.141 ms 0 - 216 MB NPU
ResNeXt101 TFLITE w8a8 Snapdragon® 8 Elite Mobile 1.738 ms 0 - 208 MB NPU
ResNeXt101 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.478 ms 0 - 215 MB NPU
ResNeXt101 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.946 ms 0 - 243 MB NPU

License

  • The license for the original implementation of ResNeXt101 can be found here.

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Image Classification
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Paper for qualcomm/ResNeXt101