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qualcomm/
FastSam-X

Name: FastSam-X
Rating: 2.5 (129 reviews)

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FastSam-X: Optimized for Qualcomm Devices

The Fast Segment Anything Model (FastSAM) is a novel, real-time CNN-based solution for the Segment Anything task. This task is designed to segment any object within an image based on various possible user interaction prompts. The model performs competitively despite significantly reduced computation, making it a practical choice for a variety of vision tasks.

This is based on the implementation of FastSam-X 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 FastSam-X on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

Inference latency: RealTime
Input resolution: 640x640
Model checkpoint: fastsam-x.pt
Model size (float): 276 MB
Number of parameters: 72.2M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
FastSam-X	ONNX	float	Snapdragon® X2 Elite	24.681 ms	17 - 17 MB	NPU
FastSam-X	ONNX	float	Snapdragon® X Elite	47.037 ms	140 - 140 MB	NPU
FastSam-X	ONNX	float	Snapdragon® 8 Gen 3 Mobile	36.113 ms	2 - 318 MB	NPU
FastSam-X	ONNX	float	Snapdragon® 8 Gen 1 Mobile	97.438 ms	1 - 402 MB	NPU
FastSam-X	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	84.85 ms	5 - 13 MB	NPU
FastSam-X	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	47.374 ms	0 - 158 MB	NPU
FastSam-X	ONNX	float	Qualcomm® QCS8450	97.438 ms	1 - 402 MB	NPU
FastSam-X	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	75.228 ms	10 - 18 MB	NPU
FastSam-X	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	47.037 ms	140 - 140 MB	NPU
FastSam-X	ONNX	float	Qualcomm® Dragonwing™ Q-8750	27.633 ms	12 - 245 MB	NPU
FastSam-X	ONNX	float	Snapdragon® 8 Elite Mobile	27.633 ms	12 - 245 MB	NPU
FastSam-X	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	20.024 ms	13 - 269 MB	NPU
FastSam-X	ONNX	w8a16	Snapdragon® X2 Elite	15.551 ms	9 - 9 MB	NPU
FastSam-X	ONNX	w8a16	Snapdragon® X Elite	33.568 ms	71 - 71 MB	NPU
FastSam-X	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	25.036 ms	2 - 456 MB	NPU
FastSam-X	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	56.676 ms	0 - 452 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	183.711 ms	6 - 11 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	33.978 ms	6 - 12 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	34.477 ms	0 - 441 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® QCS8450	56.676 ms	0 - 452 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	31.356 ms	6 - 11 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	33.568 ms	71 - 71 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	677.284 ms	0 - 546 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	61.702 ms	8 - 432 MB	NPU
FastSam-X	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	20.085 ms	6 - 364 MB	NPU
FastSam-X	ONNX	w8a16	Snapdragon® 8 Elite Mobile	20.085 ms	6 - 364 MB	NPU
FastSam-X	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	12.91 ms	6 - 370 MB	NPU
FastSam-X	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	61.702 ms	8 - 432 MB	NPU
FastSam-X	QNN_DLC	float	Snapdragon® X2 Elite	23.167 ms	5 - 5 MB	NPU
FastSam-X	QNN_DLC	float	Snapdragon® X Elite	44.031 ms	5 - 5 MB	NPU
FastSam-X	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	32.79 ms	5 - 300 MB	NPU
FastSam-X	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	92.004 ms	4 - 388 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	80.471 ms	5 - 16 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	279.857 ms	0 - 216 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	42.779 ms	5 - 420 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® SA8775P	68.453 ms	0 - 213 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® SA8650P	68.453 ms	0 - 213 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® SA8255P	68.453 ms	0 - 213 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® QCS8450	92.004 ms	4 - 388 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	68.266 ms	5 - 15 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	44.031 ms	5 - 5 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	25.577 ms	5 - 227 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® SA7255P	279.857 ms	0 - 216 MB	NPU
FastSam-X	QNN_DLC	float	Qualcomm® SA8295P	77.701 ms	0 - 298 MB	NPU
FastSam-X	QNN_DLC	float	Snapdragon® 8 Elite Mobile	25.577 ms	5 - 227 MB	NPU
FastSam-X	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	17.822 ms	5 - 236 MB	NPU
FastSam-X	QNN_DLC	w8a16	Snapdragon® X2 Elite	15.071 ms	2 - 2 MB	NPU
FastSam-X	QNN_DLC	w8a16	Snapdragon® X Elite	31.39 ms	2 - 2 MB	NPU
FastSam-X	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	22.302 ms	2 - 418 MB	NPU
FastSam-X	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	48.613 ms	2 - 417 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	178.944 ms	1 - 7 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	30.907 ms	1 - 8 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	86.209 ms	0 - 319 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	31.206 ms	2 - 438 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® SA8775P	28.444 ms	0 - 322 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® SA8650P	28.444 ms	0 - 322 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® SA8255P	28.444 ms	0 - 322 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® QCS8450	48.613 ms	2 - 417 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	28.872 ms	4 - 10 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	31.39 ms	2 - 2 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	689.81 ms	2 - 472 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	54.065 ms	2 - 398 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	18.212 ms	2 - 331 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® SA7255P	86.209 ms	0 - 319 MB	NPU
FastSam-X	QNN_DLC	w8a16	Qualcomm® SA8295P	45.134 ms	0 - 318 MB	NPU
FastSam-X	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	18.212 ms	2 - 331 MB	NPU
FastSam-X	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	12.219 ms	2 - 332 MB	NPU
FastSam-X	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	54.065 ms	2 - 398 MB	NPU
FastSam-X	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	32.328 ms	3 - 415 MB	NPU
FastSam-X	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	94.518 ms	5 - 507 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	80.304 ms	4 - 159 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	279.334 ms	5 - 257 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	42.721 ms	4 - 9 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® SA8775P	67.975 ms	5 - 258 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® SA8650P	67.975 ms	5 - 258 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® SA8255P	67.975 ms	5 - 258 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® QCS8450	94.518 ms	5 - 507 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	70.89 ms	4 - 158 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	25.564 ms	3 - 260 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® SA7255P	279.334 ms	5 - 257 MB	NPU
FastSam-X	TFLITE	float	Qualcomm® SA8295P	77.143 ms	5 - 336 MB	NPU
FastSam-X	TFLITE	float	Snapdragon® 8 Elite Mobile	25.564 ms	3 - 260 MB	NPU
FastSam-X	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	17.242 ms	4 - 266 MB	NPU

License

The license for the original implementation of FastSam-X can be found here.

References

Community

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qualcomm/FastSam-X