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YOLOE-Segmentation

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YOLOE-Segmentation: Optimized for Qualcomm Devices

Ultralytics YOLOE is a machine learning model that predicts bounding boxes, segmentation masks and classes of objects in an image.

This is based on the implementation of YOLOE-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 YOLOE-Segmentation on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

Input resolution: 640x640
Model checkpoint: YOLOE-v8L-SEG
Model size (float): 103 MB
Number of parameters: 53.47M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
YOLOE-Segmentation	ONNX	float	Snapdragon® X2 Elite	15.627 ms	17 - 17 MB	NPU
YOLOE-Segmentation	ONNX	float	Snapdragon® X Elite	31.14 ms	88 - 88 MB	NPU
YOLOE-Segmentation	ONNX	float	Snapdragon® 8 Gen 3 Mobile	24.957 ms	4 - 287 MB	NPU
YOLOE-Segmentation	ONNX	float	Snapdragon® 8 Gen 1 Mobile	70.282 ms	1 - 328 MB	NPU
YOLOE-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	54.856 ms	9 - 17 MB	NPU
YOLOE-Segmentation	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	32.919 ms	0 - 94 MB	NPU
YOLOE-Segmentation	ONNX	float	Qualcomm® QCS8450	70.282 ms	1 - 328 MB	NPU
YOLOE-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	47.358 ms	12 - 20 MB	NPU
YOLOE-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	31.14 ms	88 - 88 MB	NPU
YOLOE-Segmentation	ONNX	float	Qualcomm® Dragonwing™ Q-8750	18.632 ms	12 - 231 MB	NPU
YOLOE-Segmentation	ONNX	float	Snapdragon® 8 Elite Mobile	18.632 ms	12 - 231 MB	NPU
YOLOE-Segmentation	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	12.38 ms	12 - 247 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Snapdragon® X2 Elite	15.564 ms	5 - 5 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Snapdragon® X Elite	29.306 ms	5 - 5 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	21.761 ms	3 - 272 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	62.831 ms	2 - 311 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	51.907 ms	5 - 16 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	178.448 ms	1 - 209 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	28.499 ms	5 - 6 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® SA8775P	44.265 ms	0 - 208 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® SA8650P	44.265 ms	0 - 208 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® SA8255P	44.265 ms	0 - 208 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® QCS8450	62.831 ms	2 - 311 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	46.141 ms	5 - 15 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	29.306 ms	5 - 5 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	17.193 ms	3 - 217 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® SA7255P	178.448 ms	1 - 209 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Qualcomm® SA8295P	49.944 ms	0 - 248 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Snapdragon® 8 Elite Mobile	17.193 ms	3 - 217 MB	NPU
YOLOE-Segmentation	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	11.66 ms	4 - 216 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Snapdragon® X2 Elite	9.515 ms	2 - 2 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Snapdragon® X Elite	20.056 ms	2 - 2 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	13.279 ms	2 - 394 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	31.891 ms	2 - 392 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	117.298 ms	3 - 9 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	19.054 ms	2 - 9 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	54.016 ms	0 - 300 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	19.241 ms	2 - 275 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® SA8775P	18.526 ms	1 - 302 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® SA8650P	18.526 ms	1 - 302 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® SA8255P	18.526 ms	1 - 302 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® QCS8450	31.891 ms	2 - 392 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	19.016 ms	1 - 7 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	20.056 ms	2 - 2 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	345.024 ms	3 - 364 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	31.207 ms	2 - 321 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	10.496 ms	0 - 306 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® SA7255P	54.016 ms	0 - 300 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Qualcomm® SA8295P	29.653 ms	0 - 305 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	10.496 ms	0 - 306 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	7.585 ms	2 - 317 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	31.207 ms	2 - 321 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Snapdragon® X2 Elite	4.292 ms	1 - 1 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Snapdragon® X Elite	9.571 ms	1 - 1 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	6.143 ms	1 - 297 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	13.654 ms	1 - 298 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	44.821 ms	3 - 7 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	8.689 ms	1 - 6 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	26.941 ms	1 - 227 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	8.851 ms	1 - 201 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8775P	8.223 ms	1 - 228 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8650P	8.223 ms	1 - 228 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8255P	8.223 ms	1 - 228 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® QCS8450	13.654 ms	1 - 298 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	7.962 ms	3 - 7 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	9.571 ms	1 - 1 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	161.856 ms	1 - 244 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	14.412 ms	1 - 232 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	4.89 ms	1 - 220 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® SA7255P	26.941 ms	1 - 227 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8295P	14.553 ms	1 - 228 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	4.89 ms	1 - 220 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	3.349 ms	1 - 227 MB	NPU
YOLOE-Segmentation	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	14.412 ms	1 - 232 MB	NPU
YOLOE-Segmentation	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	21.193 ms	4 - 350 MB	NPU
YOLOE-Segmentation	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	62.661 ms	5 - 395 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	51.46 ms	4 - 107 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	177.557 ms	5 - 237 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	27.866 ms	4 - 9 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® SA8775P	43.578 ms	5 - 237 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® SA8650P	43.578 ms	5 - 237 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® SA8255P	43.578 ms	5 - 237 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® QCS8450	62.661 ms	5 - 395 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	44.053 ms	4 - 106 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	16.303 ms	3 - 242 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® SA7255P	177.557 ms	5 - 237 MB	NPU
YOLOE-Segmentation	TFLITE	float	Qualcomm® SA8295P	48.539 ms	5 - 277 MB	NPU
YOLOE-Segmentation	TFLITE	float	Snapdragon® 8 Elite Mobile	16.303 ms	3 - 242 MB	NPU
YOLOE-Segmentation	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	11.064 ms	4 - 247 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	6.041 ms	1 - 305 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	12.543 ms	1 - 307 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	46.079 ms	1 - 51 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	8.509 ms	1 - 51 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	26.708 ms	1 - 230 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	8.561 ms	1 - 4 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® SA8775P	8.078 ms	1 - 233 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® SA8650P	8.078 ms	1 - 233 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® SA8255P	8.078 ms	1 - 233 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® QCS8450	12.543 ms	1 - 307 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	7.807 ms	0 - 50 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	164.901 ms	1 - 248 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	13.651 ms	1 - 229 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	4.932 ms	1 - 232 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® SA7255P	26.708 ms	1 - 230 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Qualcomm® SA8295P	14.24 ms	1 - 232 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	4.932 ms	1 - 232 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	3.406 ms	0 - 242 MB	NPU
YOLOE-Segmentation	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	13.651 ms	1 - 229 MB	NPU

License

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

References

Community

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qualcomm/YOLOE-Segmentation