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RegNet-Y-800MF

Image Classification
PyTorch
android
Model card Files
xet
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RegNet-Y-800MF: Optimized for Qualcomm Devices

RegNet_Y_800MF is part of the RegNet family of models designed for efficient and scalable image classification. It uses a simple yet effective design space to balance performance and computational cost, making it suitable for mobile and edge devices.

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 2.42, ONNX Runtime 1.24.3 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.24.3 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 RegNet-Y-800MF 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 RegNet-Y-800MF on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_classification

Model Stats:

  • Model checkpoint: regnet_y_800mf-1b27b58c.pth
  • Input resolution: 1x3x224
  • Model size: ~6.3 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.53 ms 0 - 62 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Mobile 0.558 ms 0 - 63 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X2 Elite 0.543 ms 15 - 15 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X Elite 1.29 ms 14 - 14 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X Elite 1.29 ms 14 - 14 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 3 Mobile 0.719 ms 0 - 85 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® QCS8550 (Proxy) 1.111 ms 1 - 5 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.558 ms 0 - 63 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® QCS9075 1.482 ms 1 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.383 ms 0 - 60 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Mobile 0.434 ms 0 - 48 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X2 Elite 0.384 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X Elite 0.877 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X Elite 0.877 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.494 ms 0 - 83 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS6490 17.015 ms 5 - 12 MB CPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.715 ms 0 - 13 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 6.378 ms 5 - 15 MB CPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCM6690 8.585 ms 6 - 15 MB CPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS9075 0.876 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.434 ms 0 - 48 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 6.378 ms 5 - 15 MB CPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.603 ms 1 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Mobile 0.696 ms 1 - 56 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X2 Elite 0.817 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X Elite 1.638 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X Elite 1.638 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.911 ms 1 - 78 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® QCS8550 (Proxy) 1.422 ms 0 - 12 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8775P 1.878 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8775P 1.878 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8775P 1.878 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA7255P 4.019 ms 1 - 50 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® QCS8450 (Proxy) 2.226 ms 0 - 70 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8295P 2.236 ms 1 - 45 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.696 ms 1 - 56 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® QCS9075 1.694 ms 3 - 5 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.31 ms 0 - 50 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.378 ms 0 - 46 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X2 Elite 0.444 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X Elite 0.846 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X Elite 0.846 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.484 ms 0 - 67 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS6490 1.691 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 0.677 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.917 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.917 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.917 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.722 ms 0 - 46 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCM6690 2.885 ms 0 - 47 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS9075 0.837 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.378 ms 0 - 46 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 0.867 ms 0 - 67 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA7255P 1.589 ms 0 - 47 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8295P 1.104 ms 0 - 45 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.722 ms 0 - 46 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.61 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Mobile 0.684 ms 0 - 64 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 3 Mobile 0.917 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® QCS8550 (Proxy) 1.396 ms 0 - 107 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8775P 1.911 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8775P 1.911 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8775P 1.911 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA7255P 4.047 ms 0 - 57 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® QCS8450 (Proxy) 2.225 ms 0 - 75 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8295P 2.143 ms 0 - 50 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.684 ms 0 - 64 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® QCS9075 1.706 ms 0 - 17 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.255 ms 0 - 50 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.302 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.361 ms 13 - 81 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS6490 1.282 ms 0 - 9 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 0.508 ms 0 - 2 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.744 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.744 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.744 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.541 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCM6690 2.273 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS9075 0.661 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.302 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 0.686 ms 0 - 66 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA7255P 1.267 ms 0 - 48 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8295P 0.937 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.541 ms 0 - 43 MB NPU

License

  • The license for the original implementation of RegNet-Y-800MF can be found here.

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