Hugging Face's logo

qualcomm
/
FCN-ResNet50

Image Segmentation
PyTorch
android
Model card Files
xet
 Community

FCN-ResNet50: Optimized for Qualcomm Devices

FCN_ResNet50 is a machine learning model that can segment images from the COCO dataset. It uses ResNet50 as a backbone.

This is based on the implementation of FCN-ResNet50 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 FCN-ResNet50 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 FCN-ResNet50 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

  • Model checkpoint: COCO_WITH_VOC_LABELS_V1
  • Input resolution: 224x224
  • Number of output classes: 21
  • Number of parameters: 33.0M
  • Model size (float): 126 MB
  • Model size (w8a8): 32.2 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
FCN-ResNet50 ONNX float Snapdragon® X2 Elite 22.244 ms 3 - 3 MB NPU
FCN-ResNet50 ONNX float Snapdragon® X Elite 43.629 ms 64 - 64 MB NPU
FCN-ResNet50 ONNX float Snapdragon® 8 Gen 3 Mobile 32.337 ms 1 - 381 MB NPU
FCN-ResNet50 ONNX float Snapdragon® 8 Gen 1 Mobile 83.182 ms 3 - 273 MB NPU
FCN-ResNet50 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 43.888 ms 3 - 7 MB NPU
FCN-ResNet50 ONNX float Qualcomm® QCS8450 83.182 ms 3 - 273 MB NPU
FCN-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-9075 72.739 ms 3 - 9 MB NPU
FCN-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-X7181 43.629 ms 64 - 64 MB NPU
FCN-ResNet50 ONNX float Qualcomm® Dragonwing™ Q-8750 26.55 ms 2 - 311 MB NPU
FCN-ResNet50 ONNX float Snapdragon® 8 Elite Mobile 26.55 ms 2 - 311 MB NPU
FCN-ResNet50 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 21.089 ms 2 - 329 MB NPU
FCN-ResNet50 ONNX w8a8 Snapdragon® X Elite 13.785 ms 32 - 32 MB NPU
FCN-ResNet50 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 10.055 ms 0 - 277 MB NPU
FCN-ResNet50 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 21.004 ms 1 - 275 MB NPU
FCN-ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 121.804 ms 1 - 4 MB NPU
FCN-ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 13.598 ms 0 - 51 MB NPU
FCN-ResNet50 ONNX w8a8 Qualcomm® QCS8450 21.004 ms 1 - 275 MB NPU
FCN-ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 14.256 ms 1 - 4 MB NPU
FCN-ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 13.785 ms 32 - 32 MB NPU
FCN-ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 8.765 ms 1 - 207 MB NPU
FCN-ResNet50 ONNX w8a8 Snapdragon® 8 Elite Mobile 8.765 ms 1 - 207 MB NPU
FCN-ResNet50 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 7.424 ms 0 - 251 MB NPU
FCN-ResNet50 QNN_DLC float Snapdragon® X2 Elite 22.746 ms 3 - 3 MB NPU
FCN-ResNet50 QNN_DLC float Snapdragon® X Elite 44.81 ms 3 - 3 MB NPU
FCN-ResNet50 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 33.162 ms 3 - 378 MB NPU
FCN-ResNet50 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 83.741 ms 3 - 270 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ QCS8275 273.681 ms 1 - 309 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 44.166 ms 3 - 6 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® SA8775P 72.857 ms 1 - 308 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® SA8650P 72.857 ms 1 - 308 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® SA8255P 72.857 ms 1 - 308 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® QCS8450 83.741 ms 3 - 270 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 73.481 ms 3 - 8 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 44.81 ms 3 - 3 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 26.481 ms 3 - 323 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® SA7255P 273.681 ms 1 - 309 MB NPU
FCN-ResNet50 QNN_DLC float Qualcomm® SA8295P 77.789 ms 0 - 216 MB NPU
FCN-ResNet50 QNN_DLC float Snapdragon® 8 Elite Mobile 26.481 ms 3 - 323 MB NPU
FCN-ResNet50 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 21.458 ms 3 - 338 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Snapdragon® X2 Elite 7.924 ms 1 - 1 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Snapdragon® X Elite 15.253 ms 1 - 1 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 11.242 ms 1 - 265 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 24.394 ms 1 - 265 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 122.868 ms 3 - 5 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 39.474 ms 1 - 207 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 14.868 ms 1 - 3 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® SA8775P 14.709 ms 1 - 216 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® SA8650P 14.709 ms 1 - 216 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® SA8255P 14.709 ms 1 - 216 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® QCS8450 24.394 ms 1 - 265 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 14.91 ms 1 - 3 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 15.253 ms 1 - 1 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 380.909 ms 1 - 382 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 26.228 ms 1 - 280 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 8.933 ms 1 - 200 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® SA7255P 39.474 ms 1 - 207 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Qualcomm® SA8295P 21.917 ms 1 - 209 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 8.933 ms 1 - 200 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 7.434 ms 1 - 250 MB NPU
FCN-ResNet50 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 26.228 ms 1 - 280 MB NPU
FCN-ResNet50 TFLITE float Snapdragon® 8 Gen 3 Mobile 32.995 ms 0 - 426 MB NPU
FCN-ResNet50 TFLITE float Snapdragon® 8 Gen 1 Mobile 83.651 ms 1 - 323 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® Dragonwing™ QCS8275 273.505 ms 1 - 354 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 44.318 ms 0 - 3 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® SA8775P 72.838 ms 1 - 355 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® SA8650P 72.838 ms 1 - 355 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® SA8255P 72.838 ms 1 - 355 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® QCS8450 83.651 ms 1 - 323 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-9075 72.751 ms 0 - 71 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® Dragonwing™ Q-8750 27.069 ms 0 - 356 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® SA7255P 273.505 ms 1 - 354 MB NPU
FCN-ResNet50 TFLITE float Qualcomm® SA8295P 77.808 ms 1 - 268 MB NPU
FCN-ResNet50 TFLITE float Snapdragon® 8 Elite Mobile 27.069 ms 0 - 356 MB NPU
FCN-ResNet50 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 20.985 ms 0 - 367 MB NPU
FCN-ResNet50 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 10.977 ms 0 - 266 MB NPU
FCN-ResNet50 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 23.203 ms 0 - 267 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 124.21 ms 0 - 39 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 38.23 ms 0 - 207 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 14.311 ms 0 - 3 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® SA8775P 14.706 ms 0 - 207 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® SA8650P 14.706 ms 0 - 207 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® SA8255P 14.706 ms 0 - 207 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® QCS8450 23.203 ms 0 - 267 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 14.995 ms 0 - 36 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 432.199 ms 0 - 388 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 28.114 ms 0 - 280 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 8.588 ms 0 - 198 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® SA7255P 38.23 ms 0 - 207 MB NPU
FCN-ResNet50 TFLITE w8a8 Qualcomm® SA8295P 21.275 ms 0 - 208 MB NPU
FCN-ResNet50 TFLITE w8a8 Snapdragon® 8 Elite Mobile 8.588 ms 0 - 198 MB NPU
FCN-ResNet50 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 7.407 ms 0 - 244 MB NPU
FCN-ResNet50 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 28.114 ms 0 - 280 MB NPU

License

  • The license for the original implementation of FCN-ResNet50 can be found here.

References

Community

Downloads last month

-

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

Paper for qualcomm/FCN-ResNet50