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RegNet-Y-800MF

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by Qualcomm-AI-Hub image-classification bsd-3-clause
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Model card

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 0.538 ms 2 - 2 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® X Elite 1.136 ms 15 - 15 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 3 Mobile 0.716 ms 0 - 80 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Gen 1 Mobile 1.458 ms 1 - 74 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) 1.09 ms 0 - 17 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® QCS8450 1.458 ms 1 - 74 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-9075 1.404 ms 1 - 3 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.136 ms 15 - 15 MB NPU
RegNet-Y-800MF ONNX float Qualcomm® Dragonwing™ Q-8750 0.559 ms 0 - 55 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Mobile 0.559 ms 0 - 55 MB NPU
RegNet-Y-800MF ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.537 ms 0 - 56 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X2 Elite 0.373 ms 1 - 1 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® X Elite 0.719 ms 8 - 8 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.494 ms 0 - 85 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.871 ms 0 - 83 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.633 ms 0 - 3 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.776 ms 0 - 4 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.707 ms 0 - 84 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® QCS8450 0.871 ms 0 - 83 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 0.719 ms 8 - 8 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.567 ms 0 - 62 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.688 ms 0 - 56 MB NPU
RegNet-Y-800MF ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.432 ms 0 - 60 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Mobile 0.432 ms 0 - 60 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.377 ms 0 - 61 MB NPU
RegNet-Y-800MF ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.688 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 1.618 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.92 ms 0 - 76 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.229 ms 0 - 72 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.554 ms 1 - 4 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.397 ms 1 - 2 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8775P 1.881 ms 1 - 52 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 2.229 ms 0 - 72 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.699 ms 1 - 3 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.618 ms 1 - 1 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.694 ms 1 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA7255P 4.049 ms 0 - 49 MB NPU
RegNet-Y-800MF QNN_DLC float Qualcomm® SA8295P 2.14 ms 0 - 45 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Mobile 0.694 ms 1 - 55 MB NPU
RegNet-Y-800MF QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.619 ms 1 - 56 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® X2 Elite 0.452 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 0.494 ms 0 - 66 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.853 ms 0 - 70 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.945 ms 2 - 4 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.736 ms 0 - 3 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.707 ms 0 - 16 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8775P 0.919 ms 0 - 50 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8650P 0.919 ms 0 - 50 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8255P 0.919 ms 0 - 50 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® QCS8450 0.853 ms 0 - 70 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.783 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 2.875 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.718 ms 0 - 46 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.382 ms 0 - 51 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA7255P 1.582 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Qualcomm® SA8295P 1.104 ms 0 - 46 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.382 ms 0 - 51 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.309 ms 0 - 48 MB NPU
RegNet-Y-800MF QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.718 ms 0 - 46 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 3 Mobile 0.912 ms 0 - 87 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Gen 1 Mobile 2.199 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.556 ms 0 - 18 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.419 ms 0 - 2 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8775P 1.902 ms 0 - 62 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 2.199 ms 0 - 77 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.709 ms 0 - 17 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® Dragonwing™ Q-8750 0.684 ms 0 - 55 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA7255P 4.029 ms 0 - 59 MB NPU
RegNet-Y-800MF TFLITE float Qualcomm® SA8295P 2.153 ms 0 - 50 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Mobile 0.684 ms 0 - 55 MB NPU
RegNet-Y-800MF TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.617 ms 0 - 57 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.359 ms 0 - 68 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 1.486 ms 0 - 9 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.582 ms 0 - 10 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.502 ms 0 - 2 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8775P 0.742 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8650P 0.742 ms 0 - 51 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8255P 0.742 ms 0 - 51 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 0.608 ms 0 - 9 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.33 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.537 ms 0 - 42 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.302 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA7255P 1.33 ms 0 - 47 MB NPU
RegNet-Y-800MF TFLITE w8a8 Qualcomm® SA8295P 0.91 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.302 ms 0 - 43 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.255 ms 0 - 44 MB NPU
RegNet-Y-800MF TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.537 ms 0 - 42 MB NPU

License

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

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