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qualcomm/
ResNet-3D

Name: ResNet-3D
Rating: 2.5 (17 reviews)

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ResNet-3D: Optimized for Qualcomm Devices

ResNet 3D is a network with 3D convolutions used for video understanding.

This is based on the implementation of ResNet-3D found here. 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 ResNet-3D 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 ResNet-3D on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.video_classification

Model Stats:

Input resolution: 112x112
Model checkpoint: Kinetics-400
Model size (float): 127 MB
Model size (w8a8): 32.1 MB
Number of parameters: 33.4M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
ResNet-3D	ONNX	float	Snapdragon® X2 Elite	7.059 ms	2 - 2 MB	NPU
ResNet-3D	ONNX	float	Snapdragon® X Elite	13.439 ms	64 - 64 MB	NPU
ResNet-3D	ONNX	float	Snapdragon® 8 Gen 3 Mobile	9.612 ms	2 - 247 MB	NPU
ResNet-3D	ONNX	float	Snapdragon® 8 Gen 1 Mobile	25.717 ms	2 - 225 MB	NPU
ResNet-3D	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	27.327 ms	2 - 8 MB	NPU
ResNet-3D	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	13.3 ms	0 - 80 MB	NPU
ResNet-3D	ONNX	float	Qualcomm® QCS8450	25.717 ms	2 - 225 MB	NPU
ResNet-3D	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	25.066 ms	2 - 7 MB	NPU
ResNet-3D	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	13.439 ms	64 - 64 MB	NPU
ResNet-3D	ONNX	float	Qualcomm® Dragonwing™ Q-8750	7.886 ms	0 - 186 MB	NPU
ResNet-3D	ONNX	float	Snapdragon® 8 Elite Mobile	7.886 ms	0 - 186 MB	NPU
ResNet-3D	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	6.033 ms	2 - 198 MB	NPU
ResNet-3D	ONNX	w8a8	Snapdragon® X2 Elite	2.277 ms	2 - 2 MB	NPU
ResNet-3D	ONNX	w8a8	Snapdragon® X Elite	4.571 ms	33 - 33 MB	NPU
ResNet-3D	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	3.344 ms	0 - 242 MB	NPU
ResNet-3D	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	6.724 ms	1 - 245 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	26.061 ms	0 - 3 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	4.996 ms	0 - 4 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.483 ms	0 - 42 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® QCS8450	6.724 ms	1 - 245 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	4.436 ms	0 - 3 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	4.571 ms	33 - 33 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	85.849 ms	1 - 178 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	7.801 ms	0 - 168 MB	NPU
ResNet-3D	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	2.765 ms	0 - 179 MB	NPU
ResNet-3D	ONNX	w8a8	Snapdragon® 8 Elite Mobile	2.765 ms	0 - 179 MB	NPU
ResNet-3D	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	1.99 ms	0 - 179 MB	NPU
ResNet-3D	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	7.801 ms	0 - 168 MB	NPU
ResNet-3D	QNN_DLC	float	Snapdragon® X2 Elite	7.396 ms	2 - 2 MB	NPU
ResNet-3D	QNN_DLC	float	Snapdragon® X Elite	14.202 ms	2 - 2 MB	NPU
ResNet-3D	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	9.718 ms	0 - 274 MB	NPU
ResNet-3D	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	28.127 ms	1 - 239 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	27.07 ms	2 - 7 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	91.775 ms	1 - 213 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	13.31 ms	2 - 4 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® SA8775P	24.052 ms	1 - 198 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® SA8650P	24.052 ms	1 - 198 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® SA8255P	24.052 ms	1 - 198 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® QCS8450	28.127 ms	1 - 239 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	24.904 ms	2 - 6 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	14.202 ms	2 - 2 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	7.507 ms	0 - 203 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® SA7255P	91.775 ms	1 - 213 MB	NPU
ResNet-3D	QNN_DLC	float	Qualcomm® SA8295P	26.371 ms	1 - 194 MB	NPU
ResNet-3D	QNN_DLC	float	Snapdragon® 8 Elite Mobile	7.507 ms	0 - 203 MB	NPU
ResNet-3D	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	5.926 ms	2 - 218 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Snapdragon® X2 Elite	2.42 ms	1 - 1 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Snapdragon® X Elite	4.908 ms	1 - 1 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	3.379 ms	1 - 123 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	6.241 ms	1 - 126 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	26.38 ms	3 - 5 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	4.999 ms	1 - 4 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	14.994 ms	1 - 61 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.514 ms	1 - 183 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® SA8775P	4.616 ms	1 - 62 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® SA8650P	4.616 ms	1 - 62 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® SA8255P	4.616 ms	1 - 62 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® QCS8450	6.241 ms	1 - 126 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	4.421 ms	3 - 5 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	4.908 ms	1 - 1 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	92.657 ms	1 - 186 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	7.849 ms	1 - 175 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	2.692 ms	0 - 182 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® SA7255P	14.994 ms	1 - 61 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Qualcomm® SA8295P	8.277 ms	1 - 58 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	2.692 ms	0 - 182 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	1.939 ms	1 - 65 MB	NPU
ResNet-3D	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	7.849 ms	1 - 175 MB	NPU
ResNet-3D	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	210.716 ms	0 - 276 MB	NPU
ResNet-3D	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	312.025 ms	1 - 260 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	269.072 ms	0 - 70 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	546.615 ms	1 - 221 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	269.922 ms	0 - 3 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® SA8775P	287.279 ms	0 - 214 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® SA8650P	287.279 ms	0 - 214 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® SA8255P	287.279 ms	0 - 214 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® QCS8450	312.025 ms	1 - 260 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	294.683 ms	0 - 70 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	188.454 ms	1 - 227 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® SA7255P	546.615 ms	1 - 221 MB	NPU
ResNet-3D	TFLITE	float	Qualcomm® SA8295P	328.958 ms	0 - 216 MB	NPU
ResNet-3D	TFLITE	float	Snapdragon® 8 Elite Mobile	188.454 ms	1 - 227 MB	NPU
ResNet-3D	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	175.392 ms	0 - 226 MB	NPU
ResNet-3D	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	179.085 ms	0 - 310 MB	NPU
ResNet-3D	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	271.051 ms	1 - 311 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1744.789 ms	693 - 1058 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	239.276 ms	0 - 69 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	497.222 ms	0 - 253 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	234.919 ms	0 - 3 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® SA8775P	247.337 ms	0 - 299 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® SA8650P	247.337 ms	0 - 299 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® SA8255P	247.337 ms	0 - 299 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® QCS8450	271.051 ms	1 - 311 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	247.874 ms	0 - 68 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1502.892 ms	679 - 833 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	1171.597 ms	654 - 705 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	132.837 ms	1 - 385 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® SA7255P	497.222 ms	0 - 253 MB	NPU
ResNet-3D	TFLITE	w8a8	Qualcomm® SA8295P	260.965 ms	0 - 253 MB	NPU
ResNet-3D	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	132.837 ms	1 - 385 MB	NPU
ResNet-3D	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	164.339 ms	0 - 312 MB	NPU
ResNet-3D	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	1171.597 ms	654 - 705 MB	NPU

License

The license for the original implementation of ResNet-3D can be found here.

References

Community

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qualcomm/ResNet-3D