v0.47.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.
README.md
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| Runtime | Precision | Chipset | SDK Versions | Download |
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For more device-specific assets and performance metrics, visit **[Segment-Anything-Model-2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/sam2)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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| SAM2Decoder |
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| SAM2Decoder |
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| SAM2Decoder | QNN_DLC |
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## License
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* The license for the original implementation of Segment-Anything-Model-2 can be found
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sam2/releases/v0.47.0/sam2-onnx-float.zip)
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| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sam2/releases/v0.47.0/sam2-onnx-w8a8.zip)
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| QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sam2/releases/v0.47.0/sam2-qnn_dlc-float.zip)
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| QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sam2/releases/v0.47.0/sam2-qnn_dlc-w8a8.zip)
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| TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/sam2/releases/v0.47.0/sam2-tflite-w8a8.zip)
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For more device-specific assets and performance metrics, visit **[Segment-Anything-Model-2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/sam2)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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| SAM2Decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.742 ms | 16 - 332 MB | NPU
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| SAM2Decoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.749 ms | 16 - 23 MB | NPU
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| SAM2Decoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.451 ms | 1 - 232 MB | NPU
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| SAM2Decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.16 ms | 17 - 241 MB | NPU
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| SAM2Decoder | ONNX | float | Snapdragon® X2 Elite | 3.242 ms | 15 - 15 MB | NPU
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| SAM2Decoder | ONNX | w8a8 | Snapdragon® X Elite | 12.498 ms | 4 - 4 MB | NPU
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| SAM2Decoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 9.214 ms | 4 - 276 MB | NPU
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| SAM2Decoder | ONNX | w8a8 | Qualcomm® QCS6490 | 132.622 ms | 47 - 57 MB | CPU
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| SAM2Decoder | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 12.448 ms | 2 - 11 MB | NPU
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| SAM2Decoder | ONNX | w8a8 | Qualcomm® QCM6690 | 58.086 ms | 49 - 69 MB | CPU
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| SAM2Decoder | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.697 ms | 2 - 240 MB | NPU
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| SAM2Decoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 51.096 ms | 41 - 58 MB | CPU
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| SAM2Decoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.27 ms | 4 - 264 MB | NPU
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| SAM2Decoder | ONNX | w8a8 | Snapdragon® X2 Elite | 5.395 ms | 4 - 4 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Snapdragon® X Elite | 5.439 ms | 16 - 16 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.556 ms | 4 - 230 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5.271 ms | 16 - 18 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 8.877 ms | 4 - 229 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Qualcomm® SA8295P | 7.958 ms | 0 - 214 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.923 ms | 4 - 215 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.538 ms | 4 - 202 MB | NPU
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| SAM2Decoder | QNN_DLC | float | Snapdragon® X2 Elite | 2.999 ms | 16 - 16 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 2.247 ms | 4 - 4 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.288 ms | 0 - 105 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 3.877 ms | 4 - 82 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.905 ms | 4 - 37 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.56 ms | 4 - 85 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 9.313 ms | 4 - 265 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 2.723 ms | 0 - 100 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.877 ms | 4 - 82 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.96 ms | 4 - 81 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.035 ms | 1 - 83 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.585 ms | 4 - 204 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.901 ms | 1 - 105 MB | NPU
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| SAM2Decoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.317 ms | 4 - 4 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 9.268 ms | 0 - 257 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 20.931 ms | 0 - 211 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 12.615 ms | 0 - 22 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Qualcomm® SA8775P | 51.668 ms | 0 - 213 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Qualcomm® QCM6690 | 50.592 ms | 12 - 205 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 15.831 ms | 0 - 240 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Qualcomm® SA7255P | 20.931 ms | 0 - 211 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Qualcomm® SA8295P | 14.202 ms | 0 - 223 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.812 ms | 0 - 234 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 16.551 ms | 10 - 206 MB | NPU
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| SAM2Decoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.426 ms | 0 - 239 MB | NPU
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| SAM2Encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 144.522 ms | 45 - 3849 MB | NPU
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| SAM2Encoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 198.49 ms | 0 - 88 MB | NPU
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| SAM2Encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 112.516 ms | 33 - 1665 MB | NPU
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| SAM2Encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 97.137 ms | 45 - 2288 MB | NPU
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| SAM2Encoder | ONNX | float | Snapdragon® X2 Elite | 99.796 ms | 71 - 71 MB | NPU
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| SAM2Encoder | ONNX | w8a8 | Snapdragon® X Elite | 88.875 ms | 47 - 47 MB | NPU
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| SAM2Encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 61.169 ms | 7 - 1993 MB | NPU
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| SAM2Encoder | ONNX | w8a8 | Qualcomm® QCS6490 | 2388.433 ms | 767 - 789 MB | CPU
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| SAM2Encoder | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 88.623 ms | 0 - 69 MB | NPU
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| SAM2Encoder | ONNX | w8a8 | Qualcomm® QCM6690 | 1344.194 ms | 662 - 676 MB | CPU
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| SAM2Encoder | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 58.353 ms | 10 - 1793 MB | NPU
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| SAM2Encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1255.793 ms | 658 - 672 MB | CPU
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| SAM2Encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 39.583 ms | 13 - 1884 MB | NPU
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| SAM2Encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 42.311 ms | 51 - 51 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Snapdragon® X Elite | 202.655 ms | 12 - 12 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 145.347 ms | 12 - 2000 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 204.489 ms | 12 - 15 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 394.742 ms | 12 - 1950 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Qualcomm® SA8295P | 303.689 ms | 0 - 1619 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 115.423 ms | 12 - 1675 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 95.461 ms | 12 - 1652 MB | NPU
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| SAM2Encoder | QNN_DLC | float | Snapdragon® X2 Elite | 98.218 ms | 12 - 12 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 85.347 ms | 3 - 3 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 58.758 ms | 3 - 2046 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 149.579 ms | 3 - 1666 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 83.146 ms | 3 - 6 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 85.704 ms | 3 - 1666 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1678.346 ms | 3 - 1891 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 144.778 ms | 3 - 2019 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 149.579 ms | 3 - 1666 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 95.073 ms | 3 - 1670 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 43.012 ms | 3 - 1652 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 113.562 ms | 3 - 1790 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 80.046 ms | 3 - 1689 MB | NPU
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| SAM2Encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 81.915 ms | 3 - 3 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 61.739 ms | 4 - 1983 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 150.783 ms | 4 - 1741 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 89.601 ms | 4 - 7 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 88.434 ms | 4 - 1740 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Qualcomm® QCM6690 | 2458.538 ms | 6 - 257 MB | CPU
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| SAM2Encoder | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 149.431 ms | 4 - 2044 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 150.783 ms | 4 - 1741 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 101.316 ms | 4 - 1758 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 56.9 ms | 2 - 1783 MB | NPU
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| SAM2Encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1278.97 ms | 50 - 317 MB | CPU
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| SAM2Encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 39.288 ms | 4 - 1861 MB | NPU
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## License
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* The license for the original implementation of Segment-Anything-Model-2 can be found
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