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qualcomm/
ResNet-Mixed-Convolution

Name: ResNet-Mixed-Convolution
Rating: 2.5 (50 reviews)

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ResNet-Mixed-Convolution: Optimized for Qualcomm Devices

ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.

This is based on the implementation of ResNet-Mixed-Convolution 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	w8a16	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	w8a16	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-Mixed-Convolution 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-Mixed-Convolution 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): 44.6 MB
Model size (w8a16): 11.5 MB
Number of parameters: 11.7M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
ResNet-Mixed-Convolution	ONNX	float	Snapdragon® X2 Elite	7.196 ms	2 - 2 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Snapdragon® X Elite	13.7 ms	22 - 22 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Snapdragon® 8 Gen 3 Mobile	9.644 ms	2 - 264 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Snapdragon® 8 Gen 1 Mobile	25.826 ms	3 - 225 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	28.657 ms	2 - 6 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	13.112 ms	0 - 28 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Qualcomm® QCS8450	25.826 ms	3 - 225 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	25.726 ms	2 - 5 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	13.7 ms	22 - 22 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Qualcomm® Dragonwing™ Q-8750	7.861 ms	0 - 209 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Snapdragon® 8 Elite Mobile	7.861 ms	0 - 209 MB	NPU
ResNet-Mixed-Convolution	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	5.818 ms	2 - 216 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Snapdragon® X2 Elite	4.668 ms	1 - 1 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Snapdragon® X Elite	8.95 ms	12 - 12 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	6.423 ms	1 - 242 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	12.459 ms	1 - 242 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	51.16 ms	1 - 4 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	9.567 ms	1 - 5 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	8.606 ms	0 - 25 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® QCS8450	12.459 ms	1 - 242 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	8.311 ms	1 - 4 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	8.95 ms	12 - 12 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	172.088 ms	1 - 200 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	15.19 ms	1 - 197 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	5.201 ms	1 - 186 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Snapdragon® 8 Elite Mobile	5.201 ms	1 - 186 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	3.658 ms	0 - 194 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	15.19 ms	1 - 197 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Snapdragon® X2 Elite	2.332 ms	2 - 2 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Snapdragon® X Elite	4.907 ms	12 - 12 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	3.398 ms	0 - 217 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	6.93 ms	1 - 217 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	25.07 ms	1 - 3 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	24.689 ms	3 - 6 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.736 ms	0 - 16 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® QCS8450	6.93 ms	1 - 217 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	4.552 ms	1 - 3 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	4.907 ms	12 - 12 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	93.684 ms	1 - 189 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	8.014 ms	1 - 177 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	2.816 ms	0 - 184 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Snapdragon® 8 Elite Mobile	2.816 ms	0 - 184 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	1.908 ms	0 - 177 MB	NPU
ResNet-Mixed-Convolution	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	8.014 ms	1 - 177 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Snapdragon® X2 Elite	7.707 ms	2 - 2 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Snapdragon® X Elite	14.221 ms	2 - 2 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	9.53 ms	0 - 274 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	27.672 ms	3 - 241 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	27.98 ms	2 - 7 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	97.134 ms	1 - 223 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	13.388 ms	2 - 6 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® SA8775P	25.21 ms	1 - 224 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® SA8650P	25.21 ms	1 - 224 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® SA8255P	25.21 ms	1 - 224 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® QCS8450	27.672 ms	3 - 241 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	25.518 ms	2 - 6 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	14.221 ms	2 - 2 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	7.639 ms	0 - 224 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® SA7255P	97.134 ms	1 - 223 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Qualcomm® SA8295P	26.858 ms	2 - 197 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Snapdragon® 8 Elite Mobile	7.639 ms	0 - 224 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	5.906 ms	2 - 234 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Snapdragon® X2 Elite	5.443 ms	1 - 1 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Snapdragon® X Elite	10.185 ms	1 - 1 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	6.775 ms	1 - 242 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	13.318 ms	1 - 244 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	51.693 ms	1 - 3 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	54.387 ms	4 - 12 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	30.068 ms	1 - 190 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	9.43 ms	1 - 3 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® SA8775P	9.391 ms	1 - 191 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® SA8650P	9.391 ms	1 - 191 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® SA8255P	9.391 ms	1 - 191 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® QCS8450	13.318 ms	1 - 244 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	9.066 ms	3 - 6 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	10.185 ms	1 - 1 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	181.095 ms	1 - 209 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	15.82 ms	1 - 198 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	5.367 ms	1 - 188 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® SA7255P	30.068 ms	1 - 190 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Qualcomm® SA8295P	16.066 ms	1 - 194 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	5.367 ms	1 - 188 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	4.114 ms	1 - 196 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	15.82 ms	1 - 198 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Snapdragon® X2 Elite	2.594 ms	1 - 1 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Snapdragon® X Elite	5.701 ms	1 - 1 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	3.733 ms	0 - 214 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	6.53 ms	1 - 215 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	26.906 ms	2 - 5 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	5.589 ms	1 - 4 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	17.529 ms	1 - 174 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	5.239 ms	1 - 2 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® SA8775P	5.352 ms	1 - 175 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® SA8650P	5.352 ms	1 - 175 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® SA8255P	5.352 ms	1 - 175 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® QCS8450	6.53 ms	1 - 215 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	5.519 ms	0 - 2 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	5.701 ms	1 - 1 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	98.576 ms	1 - 201 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	7.888 ms	1 - 176 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	2.972 ms	0 - 175 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® SA7255P	17.529 ms	1 - 174 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Qualcomm® SA8295P	9.386 ms	1 - 177 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	2.972 ms	0 - 175 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	1.9 ms	1 - 193 MB	NPU
ResNet-Mixed-Convolution	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	7.888 ms	1 - 176 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	220.882 ms	0 - 304 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	335.783 ms	1 - 269 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	289.879 ms	0 - 29 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	588.442 ms	1 - 253 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	303.657 ms	0 - 3 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® SA8775P	308.896 ms	0 - 253 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® SA8650P	308.896 ms	0 - 253 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® SA8255P	308.896 ms	0 - 253 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® QCS8450	335.783 ms	1 - 269 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	312.784 ms	0 - 28 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	211.173 ms	0 - 254 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® SA7255P	588.442 ms	1 - 253 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Qualcomm® SA8295P	352.458 ms	0 - 235 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Snapdragon® 8 Elite Mobile	211.173 ms	0 - 254 MB	NPU
ResNet-Mixed-Convolution	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	197.063 ms	0 - 250 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	437.838 ms	0 - 347 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	660.128 ms	1 - 346 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1777.221 ms	695 - 1060 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	587.612 ms	0 - 28 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	1177.138 ms	0 - 296 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	578.224 ms	0 - 3 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® SA8775P	600.359 ms	0 - 295 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® SA8650P	600.359 ms	0 - 295 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® SA8255P	600.359 ms	0 - 295 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® QCS8450	660.128 ms	1 - 346 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	600.471 ms	0 - 27 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1541.3 ms	654 - 810 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	1237.222 ms	643 - 815 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	398.86 ms	0 - 279 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® SA7255P	1177.138 ms	0 - 296 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Qualcomm® SA8295P	655.374 ms	0 - 297 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	398.86 ms	0 - 279 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	434.782 ms	0 - 344 MB	NPU
ResNet-Mixed-Convolution	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	1237.222 ms	643 - 815 MB	NPU

License

The license for the original implementation of ResNet-Mixed-Convolution can be found here.

References

Community

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qualcomm/ResNet-Mixed-Convolution