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qualcomm/
RegNet-Y-800MF

Name: RegNet-Y-800MF
Availability: InStock

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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.

Community

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qualcomm/RegNet-Y-800MF