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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:

  • 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® X2 Elite 0.543 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 0.707 ms 0 - 79 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 1 Mobile 1.455 ms 1 - 74 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.093 ms 0 - 17 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® QCS8450 1.455 ms 1 - 74 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-9075 1.399 ms 1 - 3 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 0.556 ms 0 - 51 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Mobile 0.556 ms 0 - 51 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.539 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 0.718 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.489 ms 0 - 87 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.869 ms 0 - 85 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.633 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.7 ms 0 - 10 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS8450 0.869 ms 0 - 85 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.831 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.718 ms 7 - 7 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.429 ms 0 - 57 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Mobile 0.429 ms 0 - 57 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.373 ms 0 - 61 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X2 Elite 0.831 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® X Elite 1.605 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.916 ms 0 - 76 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.236 ms 0 - 71 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ QCS8275 4.021 ms 1 - 50 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.403 ms 1 - 2 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8775P 1.887 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8650P 1.887 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8255P 1.887 ms 1 - 52 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® QCS8450 2.236 ms 0 - 71 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.696 ms 3 - 5 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.605 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.694 ms 0 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA7255P 4.021 ms 1 - 50 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8295P 2.149 ms 0 - 44 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Mobile 0.694 ms 0 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.618 ms 1 - 55 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X2 Elite 0.456 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X Elite 0.833 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.488 ms 0 - 66 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.857 ms 0 - 69 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.922 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 1.635 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.704 ms 0 - 30 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.921 ms 0 - 49 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8650P 0.921 ms 0 - 49 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8255P 0.921 ms 0 - 49 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS8450 0.857 ms 0 - 69 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.782 ms 0 - 2 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.833 ms 0 - 0 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.857 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.716 ms 0 - 47 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.382 ms 0 - 52 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA7255P 1.635 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8295P 1.123 ms 0 - 46 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.382 ms 0 - 52 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.303 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.716 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 3 Mobile 0.916 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 1 Mobile 2.222 ms 0 - 80 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ QCS8275 4.073 ms 0 - 58 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.399 ms 0 - 3 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8775P 1.892 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8650P 1.892 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8255P 1.892 ms 0 - 62 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® QCS8450 2.222 ms 0 - 80 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.931 ms 0 - 17 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ Q-8750 0.685 ms 0 - 65 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA7255P 4.073 ms 0 - 58 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8295P 2.144 ms 0 - 50 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Mobile 0.685 ms 0 - 65 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.618 ms 0 - 58 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.36 ms 0 - 66 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.67 ms 0 - 73 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.577 ms 0 - 9 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 1.238 ms 0 - 48 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.498 ms 0 - 83 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.751 ms 0 - 52 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8650P 0.751 ms 0 - 52 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8255P 0.751 ms 0 - 52 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® QCS8450 0.67 ms 0 - 73 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.623 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.306 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.543 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.297 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA7255P 1.238 ms 0 - 48 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8295P 0.931 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.297 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.252 ms 0 - 45 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.543 ms 0 - 43 MB NPU

License

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

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