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RegNet-Y-800MF

Image Classification
PyTorch
android
Model card Files
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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 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.27.1 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 0.538 ms 0 - 54 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.551 ms 0 - 54 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X2 Elite 0.537 ms 2 - 2 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X Elite 1.13 ms 15 - 15 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 3 Mobile 0.712 ms 0 - 78 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 1 Mobile 1.414 ms 1 - 78 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-8275 1.306 ms 0 - 4 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.098 ms 0 - 17 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® QCS8450 1.414 ms 1 - 78 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-9075 1.439 ms 1 - 4 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.13 ms 15 - 15 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ Q-8750 0.551 ms 0 - 54 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.379 ms 0 - 62 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.427 ms 0 - 60 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X2 Elite 0.363 ms 1 - 1 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X Elite 0.708 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.482 ms 0 - 85 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.822 ms 0 - 89 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.462 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.747 ms 0 - 4 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.687 ms 0 - 10 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS8450 0.822 ms 0 - 89 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.842 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.708 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.52 ms 0 - 67 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.62 ms 0 - 62 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.427 ms 0 - 60 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.62 ms 0 - 62 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.603 ms 1 - 54 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.683 ms 0 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X2 Elite 0.8 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X Elite 1.569 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.898 ms 0 - 74 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.19 ms 0 - 76 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.549 ms 1 - 4 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.393 ms 1 - 64 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8650P 1.881 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8255P 1.881 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® QCS8450 2.19 ms 0 - 76 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 1.569 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.683 ms 0 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8295P 1.985 ms 0 - 47 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.318 ms 0 - 53 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.371 ms 0 - 52 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X2 Elite 0.442 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X Elite 0.816 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.479 ms 0 - 70 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.816 ms 0 - 75 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.719 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.722 ms 0 - 3 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.676 ms 0 - 29 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.899 ms 0 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8650P 0.899 ms 0 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8255P 0.899 ms 0 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS8450 0.816 ms 0 - 75 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.786 ms 2 - 4 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.816 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.83 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 0.371 ms 0 - 52 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8295P 0.984 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 - 59 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.69 ms 0 - 56 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 3 Mobile 0.908 ms 0 - 79 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 1 Mobile 2.168 ms 0 - 81 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.546 ms 0 - 19 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.396 ms 0 - 2 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8650P 1.902 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8255P 1.902 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® QCS8450 2.168 ms 0 - 81 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.7 ms 0 - 18 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ Q-8750 0.69 ms 0 - 56 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8295P 2.007 ms 0 - 52 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.256 ms 0 - 48 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.297 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.348 ms 0 - 69 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.607 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.238 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.593 ms 0 - 11 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.496 ms 0 - 4 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.7 ms 0 - 54 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8650P 0.7 ms 0 - 54 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8255P 0.7 ms 0 - 54 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS8450 0.607 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.614 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.33 ms 0 - 48 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.527 ms 0 - 46 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.297 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA7255P 11.937 ms 1 - 26 MB GPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8295P 0.786 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.527 ms 0 - 46 MB NPU

License

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

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