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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 2.45, 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 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® X2 Elite 0.539 ms 2 - 2 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X Elite 1.143 ms 14 - 14 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 3 Mobile 0.713 ms 0 - 78 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 1 Mobile 1.453 ms 1 - 76 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-8275 1.313 ms 1 - 4 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.095 ms 0 - 17 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® QCS8450 1.453 ms 1 - 76 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-9075 1.41 ms 1 - 3 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.143 ms 14 - 14 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ Q-8750 0.558 ms 0 - 55 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Mobile 0.558 ms 0 - 55 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.536 ms 0 - 55 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X2 Elite 0.377 ms 1 - 1 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X Elite 0.719 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.486 ms 0 - 85 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.875 ms 0 - 84 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.644 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.779 ms 0 - 4 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.694 ms 0 - 45 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS8450 0.875 ms 0 - 84 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.859 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.719 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.548 ms 0 - 61 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.69 ms 0 - 56 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.433 ms 0 - 60 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Mobile 0.433 ms 0 - 60 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.382 ms 0 - 63 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.69 ms 0 - 56 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X2 Elite 0.81 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X Elite 1.622 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.917 ms 0 - 75 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.238 ms 0 - 69 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.551 ms 1 - 4 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 4.035 ms 1 - 50 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.407 ms 0 - 14 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8775P 1.873 ms 1 - 53 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8650P 1.873 ms 1 - 53 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8255P 1.873 ms 1 - 53 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® QCS8450 2.238 ms 0 - 69 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 1.622 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.699 ms 0 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA7255P 4.035 ms 1 - 50 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8295P 2.167 ms 0 - 45 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Mobile 0.699 ms 0 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.622 ms 1 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X2 Elite 0.443 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X Elite 0.841 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.496 ms 0 - 66 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.858 ms 0 - 71 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.921 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.76 ms 0 - 3 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.572 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.696 ms 0 - 39 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.912 ms 0 - 49 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8650P 0.912 ms 0 - 49 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8255P 0.912 ms 0 - 49 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS8450 0.858 ms 0 - 71 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.782 ms 2 - 4 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.841 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.887 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.725 ms 0 - 47 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.378 ms 0 - 51 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA7255P 1.572 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8295P 1.129 ms 0 - 46 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.378 ms 0 - 51 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.315 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.725 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 3 Mobile 0.914 ms 4 - 89 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 1 Mobile 2.213 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.558 ms 0 - 18 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.029 ms 0 - 58 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.399 ms 0 - 4 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8775P 1.884 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8650P 1.884 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8255P 1.884 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® QCS8450 2.213 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.71 ms 0 - 17 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ Q-8750 0.689 ms 0 - 65 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA7255P 4.029 ms 0 - 58 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8295P 2.155 ms 0 - 50 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Mobile 0.689 ms 0 - 65 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.61 ms 0 - 58 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.354 ms 0 - 66 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.675 ms 0 - 72 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.492 ms 0 - 9 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.591 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.243 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.507 ms 0 - 28 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.735 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8650P 0.735 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8255P 0.735 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS8450 0.675 ms 0 - 72 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 2.321 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.534 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.3 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA7255P 1.243 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8295P 0.912 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.3 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.256 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.534 ms 0 - 43 MB NPU

License

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

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