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RegNet-Y-800MF

Image Classification
PyTorch
android
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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 2.50, ONNX Runtime 1.30.0 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.30.0 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 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:

  • Input resolution: 1x3x224
  • Model checkpoint: regnet_y_800mf-1b27b58c.pth
  • 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 For Galaxy Mobile 0.531 ms 0 - 54 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.552 ms 0 - 55 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X2 Elite 0.535 ms 2 - 2 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X Elite 1.139 ms 15 - 15 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 3 Mobile 0.702 ms 0 - 78 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 1 Mobile 1.411 ms 1 - 78 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-8275 1.311 ms 0 - 4 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.095 ms 1 - 2 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® QCS8450 1.411 ms 1 - 78 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-9075 1.42 ms 1 - 4 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.139 ms 15 - 15 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ Q-8750 0.552 ms 0 - 55 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.378 ms 0 - 61 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.421 ms 0 - 64 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X2 Elite 0.383 ms 1 - 1 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X Elite 0.695 ms 8 - 8 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.49 ms 0 - 85 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.822 ms 0 - 90 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.427 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.841 ms 0 - 4 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.685 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS8450 0.822 ms 0 - 90 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.856 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.695 ms 8 - 8 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.496 ms 0 - 68 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.625 ms 0 - 61 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.421 ms 0 - 64 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.625 ms 0 - 61 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.608 ms 1 - 54 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.683 ms 0 - 53 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X2 Elite 0.811 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X Elite 1.583 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.916 ms 0 - 75 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.195 ms 0 - 75 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.553 ms 1 - 4 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.402 ms 1 - 2 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8775P 1.865 ms 1 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8650P 1.865 ms 1 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8255P 1.865 ms 1 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® QCS8450 2.195 ms 0 - 75 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.702 ms 1 - 3 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.583 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.683 ms 0 - 53 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8295P 1.972 ms 0 - 47 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.309 ms 0 - 54 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.375 ms 0 - 57 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 0.832 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.478 ms 0 - 71 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.827 ms 0 - 72 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.732 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.703 ms 0 - 3 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.675 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.891 ms 0 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8650P 0.891 ms 0 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8255P 0.891 ms 0 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS8450 0.827 ms 0 - 72 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.788 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.832 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.797 ms 0 - 54 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.711 ms 0 - 52 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.375 ms 0 - 57 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8295P 0.987 ms 0 - 50 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.711 ms 0 - 52 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.604 ms 0 - 58 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.689 ms 0 - 57 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 3 Mobile 0.91 ms 0 - 80 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 1 Mobile 2.167 ms 0 - 84 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.555 ms 0 - 19 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.393 ms 0 - 3 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8775P 1.845 ms 0 - 63 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8650P 1.845 ms 0 - 63 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8255P 1.845 ms 0 - 63 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® QCS8450 2.167 ms 0 - 84 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.698 ms 0 - 18 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ Q-8750 0.689 ms 0 - 57 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8295P 2.013 ms 0 - 53 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.257 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.298 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.346 ms 0 - 69 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.603 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.275 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.547 ms 0 - 11 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.503 ms 0 - 2 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.706 ms 0 - 54 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8650P 0.706 ms 0 - 54 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8255P 0.706 ms 0 - 54 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS8450 0.603 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.615 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.307 ms 0 - 48 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.532 ms 0 - 46 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.298 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA7255P 11.951 ms 1 - 25 MB GPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8295P 0.783 ms 0 - 46 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.532 ms 0 - 46 MB NPU

License

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

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