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qualcomm/Unet-Segmentation

sourceHugging Facegpl-3.0updated 10d agoView on Hugging Face

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Unet-Segmentation: Optimized for Qualcomm Devices

UNet is a machine learning model that produces a segmentation mask for an image. The most basic use case will label each pixel in the image as being in the foreground or the background. More advanced usage will assign a class label to each pixel. This version of the model was trained on the data from Kaggle's Carvana Image Masking Challenge (see https://www.kaggle.com/c/carvana-image-masking-challenge) and is used for vehicle segmentation.

This is based on the implementation of Unet-Segmentation 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

Due to licensing restrictions, we cannot distribute pre-exported model assets for this model. 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

See our repository for Unet-Segmentation on GitHub for usage instructions.

Model Details

Model Type: Modelusecase.semantic_segmentation

Model Stats:

—Input resolution: 640x1280
—Model checkpoint: unetcarvanascale1.0_epoch2
—Model size (float): 118 MB
—Model size (w8a8): 29.8 MB
—Number of output classes: 2 (foreground / background)
—Number of parameters: 31.0M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
Unet-Segmentation	ONNX	float	Snapdragon® X2 Elite	74.872 ms	16 - 16 MB	NPU
Unet-Segmentation	ONNX	float	Snapdragon® X Elite	141.902 ms	54 - 54 MB	NPU
Unet-Segmentation	ONNX	float	Snapdragon® 8 Gen 3 Mobile	115.045 ms	24 - 546 MB	NPU
Unet-Segmentation	ONNX	float	Snapdragon® 8 Gen 1 Mobile	282.092 ms	1 - 548 MB	NPU
Unet-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	285.991 ms	9 - 22 MB	NPU
Unet-Segmentation	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	153.301 ms	0 - 57 MB	NPU
Unet-Segmentation	ONNX	float	Qualcomm® QCS8450	282.092 ms	1 - 548 MB	NPU
Unet-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	250.636 ms	9 - 22 MB	NPU
Unet-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	141.902 ms	54 - 54 MB	NPU
Unet-Segmentation	ONNX	float	Qualcomm® Dragonwing™ Q-8750	92.842 ms	15 - 333 MB	NPU
Unet-Segmentation	ONNX	float	Snapdragon® 8 Elite Mobile	92.842 ms	15 - 333 MB	NPU
Unet-Segmentation	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	65.231 ms	14 - 343 MB	NPU
Unet-Segmentation	ONNX	w8a8	Snapdragon® X2 Elite	18.908 ms	5 - 5 MB	NPU
Unet-Segmentation	ONNX	w8a8	Snapdragon® X Elite	37.626 ms	29 - 29 MB	NPU
Unet-Segmentation	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	29.867 ms	6 - 338 MB	NPU
Unet-Segmentation	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	62.637 ms	6 - 341 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	299.62 ms	3 - 8 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	40.828 ms	4 - 7 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	38.12 ms	0 - 32 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® QCS8450	62.637 ms	6 - 341 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	35.132 ms	4 - 7 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	37.626 ms	29 - 29 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	1231.467 ms	0 - 542 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	81.435 ms	8 - 282 MB	NPU
Unet-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	24.358 ms	3 - 190 MB	NPU
Unet-Segmentation	ONNX	w8a8	Snapdragon® 8 Elite Mobile	24.358 ms	3 - 190 MB	NPU
Unet-Segmentation	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	16.714 ms	3 - 190 MB	NPU
Unet-Segmentation	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	81.435 ms	8 - 282 MB	NPU
Unet-Segmentation	QNN_DLC	float	Snapdragon® X2 Elite	71.738 ms	9 - 9 MB	NPU
Unet-Segmentation	QNN_DLC	float	Snapdragon® X Elite	132.584 ms	9 - 9 MB	NPU
Unet-Segmentation	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	102.25 ms	9 - 526 MB	NPU
Unet-Segmentation	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	273.152 ms	9 - 545 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	274.137 ms	9 - 27 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	137.703 ms	10 - 19 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® SA8775P	240.377 ms	1 - 325 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® SA8650P	240.377 ms	1 - 325 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® SA8255P	240.377 ms	1 - 325 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® QCS8450	273.152 ms	9 - 545 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	239.327 ms	9 - 27 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	132.584 ms	9 - 9 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	82.577 ms	0 - 331 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® SA7255P	953.29 ms	0 - 324 MB	NPU
Unet-Segmentation	QNN_DLC	float	Qualcomm® SA8295P	274.483 ms	0 - 323 MB	NPU
Unet-Segmentation	QNN_DLC	float	Snapdragon® 8 Elite Mobile	82.577 ms	0 - 331 MB	NPU
Unet-Segmentation	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	61.334 ms	3 - 348 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Snapdragon® X2 Elite	27.399 ms	2 - 2 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Snapdragon® X Elite	35.741 ms	2 - 2 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	26.305 ms	2 - 318 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	54.11 ms	2 - 317 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	288.689 ms	2 - 8 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	37.219 ms	2 - 9 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	34.613 ms	2 - 5 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8775P	32.179 ms	1 - 181 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8650P	32.179 ms	1 - 181 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8255P	32.179 ms	1 - 181 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® QCS8450	54.11 ms	2 - 317 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	32.609 ms	1 - 7 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	35.741 ms	2 - 2 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1200.713 ms	2 - 525 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	78.744 ms	2 - 273 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	21.682 ms	2 - 187 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® SA7255P	121.489 ms	2 - 181 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8295P	63.732 ms	0 - 179 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	21.682 ms	2 - 187 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	15.72 ms	2 - 201 MB	NPU
Unet-Segmentation	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	78.744 ms	2 - 273 MB	NPU
Unet-Segmentation	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	103.236 ms	6 - 574 MB	NPU
Unet-Segmentation	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	276.654 ms	7 - 590 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	274.063 ms	0 - 81 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	141.99 ms	7 - 218 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® SA8775P	240.507 ms	7 - 331 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® SA8650P	240.507 ms	7 - 331 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® SA8255P	240.507 ms	7 - 331 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® QCS8450	276.654 ms	7 - 590 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	238.517 ms	0 - 80 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	82.2 ms	6 - 336 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® SA7255P	953.454 ms	5 - 328 MB	NPU
Unet-Segmentation	TFLITE	float	Qualcomm® SA8295P	274.486 ms	7 - 329 MB	NPU
Unet-Segmentation	TFLITE	float	Snapdragon® 8 Elite Mobile	82.2 ms	6 - 336 MB	NPU
Unet-Segmentation	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	61.864 ms	6 - 354 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	26.181 ms	1 - 317 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	58.358 ms	2 - 318 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	288.847 ms	0 - 41 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	37.257 ms	2 - 39 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	32.487 ms	1 - 4 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® SA8775P	32.211 ms	2 - 180 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® SA8650P	32.211 ms	2 - 180 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® SA8255P	32.211 ms	2 - 180 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® QCS8450	58.358 ms	2 - 318 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	32.585 ms	1 - 38 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1175.945 ms	0 - 522 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	79.045 ms	0 - 264 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	21.803 ms	1 - 187 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® SA7255P	121.59 ms	2 - 181 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Qualcomm® SA8295P	63.769 ms	2 - 180 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	21.803 ms	1 - 187 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	16.058 ms	2 - 198 MB	NPU
Unet-Segmentation	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	79.045 ms	0 - 264 MB	NPU

License

—The license for the original implementation of Unet-Segmentation can be found here.

References

Community

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—For questions or feedback please reach out to us.