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FastSam-X

Image Segmentation
PyTorch
android
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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 24.633 ms 16 - 16 MB NPU
FastSam-X ONNX float Snapdragon® X Elite 47.179 ms 139 - 139 MB NPU
FastSam-X ONNX float Snapdragon® 8 Gen 3 Mobile 36.194 ms 18 - 335 MB NPU
FastSam-X ONNX float Snapdragon® 8 Gen 1 Mobile 91.418 ms 17 - 416 MB NPU
FastSam-X ONNX float Qualcomm® Dragonwing™ IQ-8275 84.536 ms 5 - 13 MB NPU
FastSam-X ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 47.831 ms 1 - 224 MB NPU
FastSam-X ONNX float Qualcomm® QCS8450 91.418 ms 17 - 416 MB NPU
FastSam-X ONNX float Qualcomm® Dragonwing™ IQ-9075 72.135 ms 10 - 17 MB NPU
FastSam-X ONNX float Qualcomm® Dragonwing™ IQ-X7181 47.179 ms 139 - 139 MB NPU
FastSam-X ONNX float Qualcomm® Dragonwing™ Q-8750 27.475 ms 13 - 247 MB NPU
FastSam-X ONNX float Snapdragon® 8 Elite Mobile 27.475 ms 13 - 247 MB NPU
FastSam-X ONNX float Snapdragon® 8 Elite Gen 5 Mobile 20.018 ms 12 - 264 MB NPU
FastSam-X ONNX w8a16 Snapdragon® X2 Elite 15.575 ms 9 - 9 MB NPU
FastSam-X ONNX w8a16 Snapdragon® X Elite 33.622 ms 72 - 72 MB NPU
FastSam-X ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 24.975 ms 2 - 455 MB NPU
FastSam-X ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 54.109 ms 9 - 462 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 184.1 ms 6 - 11 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 33.877 ms 6 - 12 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 34.148 ms 0 - 393 MB NPU
FastSam-X ONNX w8a16 Qualcomm® QCS8450 54.109 ms 9 - 462 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 31.191 ms 6 - 11 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 33.622 ms 72 - 72 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 674.421 ms 0 - 546 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 61.312 ms 8 - 432 MB NPU
FastSam-X ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 19.787 ms 6 - 364 MB NPU
FastSam-X ONNX w8a16 Snapdragon® 8 Elite Mobile 19.787 ms 6 - 364 MB NPU
FastSam-X ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 12.897 ms 6 - 370 MB NPU
FastSam-X ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 61.312 ms 8 - 432 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Snapdragon® X2 Elite 26.749 ms 9 - 9 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Snapdragon® X Elite 51.177 ms 126 - 126 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 38.293 ms 0 - 537 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 52.553 ms 6 - 12 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 51.127 ms 0 - 128 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 48.109 ms 6 - 11 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 51.177 ms 126 - 126 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 1081.347 ms 3 - 637 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 87.959 ms 9 - 496 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 32.177 ms 6 - 453 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 32.177 ms 6 - 453 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 20.534 ms 6 - 458 MB NPU
FastSam-X ONNX w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 87.959 ms 9 - 496 MB NPU
FastSam-X QNN_DLC float Snapdragon® X2 Elite 23.162 ms 5 - 5 MB NPU
FastSam-X QNN_DLC float Snapdragon® X Elite 44.002 ms 5 - 5 MB NPU
FastSam-X QNN_DLC float Snapdragon® 8 Gen 3 Mobile 32.755 ms 4 - 300 MB NPU
FastSam-X QNN_DLC float Snapdragon® 8 Gen 1 Mobile 92.695 ms 5 - 388 MB NPU
FastSam-X QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 80.225 ms 5 - 16 MB NPU
FastSam-X QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 42.981 ms 5 - 410 MB NPU
FastSam-X QNN_DLC float Qualcomm® SA8775P 68.478 ms 1 - 215 MB NPU
FastSam-X QNN_DLC float Qualcomm® SA8650P 68.478 ms 1 - 215 MB NPU
FastSam-X QNN_DLC float Qualcomm® SA8255P 68.478 ms 1 - 215 MB NPU
FastSam-X QNN_DLC float Qualcomm® QCS8450 92.695 ms 5 - 388 MB NPU
FastSam-X QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 69.007 ms 7 - 17 MB NPU
FastSam-X QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 44.002 ms 5 - 5 MB NPU
FastSam-X QNN_DLC float Qualcomm® Dragonwing™ Q-8750 25.469 ms 5 - 228 MB NPU
FastSam-X QNN_DLC float Qualcomm® SA7255P 279.834 ms 3 - 217 MB NPU
FastSam-X QNN_DLC float Qualcomm® SA8295P 77.699 ms 0 - 298 MB NPU
FastSam-X QNN_DLC float Snapdragon® 8 Elite Mobile 25.469 ms 5 - 228 MB NPU
FastSam-X QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 17.959 ms 5 - 237 MB NPU
FastSam-X QNN_DLC w8a16 Snapdragon® X2 Elite 15.22 ms 2 - 2 MB NPU
FastSam-X QNN_DLC w8a16 Snapdragon® X Elite 31.305 ms 2 - 2 MB NPU
FastSam-X QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 22.384 ms 2 - 420 MB NPU
FastSam-X QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 52.541 ms 2 - 417 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 179.183 ms 4 - 10 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 31.044 ms 2 - 9 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 30.973 ms 3 - 4 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® SA8775P 28.441 ms 0 - 321 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® SA8650P 28.441 ms 0 - 321 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® SA8255P 28.441 ms 0 - 321 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® QCS8450 52.541 ms 2 - 417 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 28.678 ms 4 - 10 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 31.305 ms 2 - 2 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 688.251 ms 3 - 480 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 54.148 ms 2 - 399 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 18.511 ms 2 - 330 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® SA7255P 86.257 ms 2 - 320 MB NPU
FastSam-X QNN_DLC w8a16 Qualcomm® SA8295P 45.084 ms 0 - 318 MB NPU
FastSam-X QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 18.511 ms 2 - 330 MB NPU
FastSam-X QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 12.21 ms 2 - 332 MB NPU
FastSam-X QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 54.148 ms 2 - 399 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 26.484 ms 2 - 2 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 48.16 ms 2 - 2 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 35.611 ms 2 - 511 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 47.971 ms 2 - 9 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 46.548 ms 2 - 5 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 43.739 ms 1 - 411 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® SA8650P 43.739 ms 1 - 411 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® SA8255P 43.739 ms 1 - 411 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 44.377 ms 1 - 7 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 48.16 ms 2 - 2 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 1053.648 ms 3 - 564 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 90.692 ms 2 - 464 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 32.224 ms 2 - 424 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Qualcomm® SA7255P 148.818 ms 2 - 410 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 32.224 ms 2 - 424 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 20.999 ms 2 - 423 MB NPU
FastSam-X QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 90.692 ms 2 - 464 MB NPU
FastSam-X TFLITE float Snapdragon® 8 Gen 3 Mobile 32.549 ms 4 - 421 MB NPU
FastSam-X TFLITE float Snapdragon® 8 Gen 1 Mobile 91.267 ms 5 - 505 MB NPU
FastSam-X TFLITE float Qualcomm® Dragonwing™ IQ-8275 80.216 ms 4 - 159 MB NPU
FastSam-X TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 42.363 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 91.267 ms 5 - 505 MB NPU
FastSam-X TFLITE float Qualcomm® Dragonwing™ IQ-9075 68.642 ms 4 - 158 MB NPU
FastSam-X TFLITE float Qualcomm® Dragonwing™ Q-8750 25.519 ms 4 - 261 MB NPU
FastSam-X TFLITE float Qualcomm® SA7255P 279.371 ms 5 - 258 MB NPU
FastSam-X TFLITE float Qualcomm® SA8295P 77.152 ms 5 - 335 MB NPU
FastSam-X TFLITE float Snapdragon® 8 Elite Mobile 25.519 ms 4 - 261 MB NPU
FastSam-X TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 17.578 ms 0 - 262 MB NPU

License

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

References

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Paper for qualcomm/FastSam-X