v0.53.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.
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README.md
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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For more device-specific assets and performance metrics, visit **[Swin-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swin_small)**.
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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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| Swin-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile |
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| Swin-Small | ONNX | float | Snapdragon®
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| Swin-Small | ONNX | float | Snapdragon®
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| Swin-Small | ONNX | float | Snapdragon®
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| Swin-Small | ONNX | float |
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| Swin-Small | ONNX | float |
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| Swin-Small | ONNX | float |
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| Swin-Small | ONNX |
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| Swin-Small | ONNX | w8a16 | Snapdragon®
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| Swin-Small | ONNX | w8a16 | Snapdragon® 8
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| Swin-Small | ONNX | w8a16 |
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| Swin-Small | ONNX | w8a16 |
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| Swin-Small | ONNX | w8a16 |
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| Swin-Small | ONNX | w8a16 |
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| Swin-Small | ONNX | w8a16 |
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| Swin-Small | ONNX | w8a16 |
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| Swin-Small | QNN_DLC | float |
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| Swin-Small | QNN_DLC | float |
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| Swin-Small | QNN_DLC | float |
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| Swin-Small | QNN_DLC | float |
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| Swin-Small | QNN_DLC | float |
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| Swin-Small | QNN_DLC | float |
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| Swin-Small | QNN_DLC | float |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC |
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| Swin-Small | QNN_DLC | w8a16 |
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon®
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## License
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* The license for the original implementation of Swin-Small can be found
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| Runtime | Precision | Chipset | SDK Versions | Download |
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|---|---|---|---|---|
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-onnx-float.zip)
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| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-onnx-w8a16.zip)
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-qnn_dlc-float.zip)
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| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-qnn_dlc-w8a16.zip)
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-tflite-float.zip)
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For more device-specific assets and performance metrics, visit **[Swin-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swin_small)**.
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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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|---|---|---|---|---|---|---
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| Swin-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.318 ms | 1 - 647 MB | NPU
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| Swin-Small | ONNX | float | Snapdragon® 8 Elite Mobile | 7.658 ms | 1 - 645 MB | NPU
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| Swin-Small | ONNX | float | Snapdragon® X2 Elite | 6.719 ms | 101 - 101 MB | NPU
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| Swin-Small | ONNX | float | Snapdragon® X Elite | 15.881 ms | 100 - 100 MB | NPU
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| Swin-Small | ONNX | float | Snapdragon® X Elite | 15.881 ms | 100 - 100 MB | NPU
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| Swin-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.989 ms | 0 - 519 MB | NPU
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| Swin-Small | ONNX | float | Qualcomm® QCS8550 (Proxy) | 15.343 ms | 1 - 7 MB | NPU
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| Swin-Small | ONNX | float | Qualcomm® QCS9075 | 19.924 ms | 0 - 4 MB | NPU
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| Swin-Small | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.658 ms | 1 - 645 MB | NPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.887 ms | 0 - 382 MB | NPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 7.337 ms | 0 - 458 MB | NPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® X2 Elite | 6.325 ms | 54 - 54 MB | NPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® X Elite | 14.567 ms | 53 - 53 MB | NPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® X Elite | 14.567 ms | 53 - 53 MB | NPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 9.211 ms | 0 - 528 MB | NPU
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| Swin-Small | ONNX | w8a16 | Qualcomm® QCS6490 | 721.617 ms | 94 - 109 MB | CPU
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| Swin-Small | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 13.958 ms | 0 - 62 MB | NPU
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| Swin-Small | ONNX | w8a16 | Qualcomm® QCS9075 | 16.989 ms | 0 - 3 MB | NPU
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| Swin-Small | ONNX | w8a16 | Qualcomm® QCM6690 | 379.333 ms | 75 - 94 MB | CPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 7.337 ms | 0 - 458 MB | NPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 355.219 ms | 92 - 113 MB | CPU
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| Swin-Small | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 355.219 ms | 92 - 113 MB | CPU
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| Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.215 ms | 1 - 597 MB | NPU
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| Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.594 ms | 1 - 587 MB | NPU
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| Swin-Small | QNN_DLC | float | Snapdragon® X2 Elite | 6.995 ms | 1 - 1 MB | NPU
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| Swin-Small | QNN_DLC | float | Snapdragon® X Elite | 16.25 ms | 1 - 1 MB | NPU
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| Swin-Small | QNN_DLC | float | Snapdragon® X Elite | 16.25 ms | 1 - 1 MB | NPU
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| Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.901 ms | 0 - 407 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 37.927 ms | 1 - 275 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 15.348 ms | 1 - 16 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® SA8775P | 17.375 ms | 1 - 592 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® SA8775P | 17.375 ms | 1 - 592 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® SA8775P | 17.375 ms | 1 - 592 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® QCS9075 | 19.447 ms | 1 - 3 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 23.957 ms | 0 - 397 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® SA7255P | 37.927 ms | 1 - 275 MB | NPU
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| Swin-Small | QNN_DLC | float | Qualcomm® SA8295P | 22.613 ms | 1 - 269 MB | NPU
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| Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.594 ms | 1 - 587 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.384 ms | 0 - 635 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 8.047 ms | 0 - 622 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.168 ms | 0 - 0 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 17.272 ms | 0 - 0 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 17.272 ms | 0 - 0 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.729 ms | 0 - 864 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 29.077 ms | 0 - 634 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 16.261 ms | 0 - 3 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 16.636 ms | 0 - 638 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 16.636 ms | 0 - 638 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 16.636 ms | 0 - 638 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 18.784 ms | 0 - 2 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 65.314 ms | 0 - 617 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.077 ms | 0 - 634 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 8.047 ms | 0 - 622 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.993 ms | 0 - 654 MB | NPU
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| Swin-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.993 ms | 0 - 654 MB | NPU
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| Swin-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.528 ms | 0 - 310 MB | NPU
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| Swin-Small | TFLITE | float | Snapdragon® 8 Elite Mobile | 7.798 ms | 0 - 284 MB | NPU
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| Swin-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 10.168 ms | 0 - 436 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 37.447 ms | 0 - 301 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 15.622 ms | 0 - 4 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® SA8775P | 17.463 ms | 0 - 305 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® SA8775P | 17.463 ms | 0 - 305 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® SA8775P | 17.463 ms | 0 - 305 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® QCS9075 | 19.903 ms | 0 - 104 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 23.5 ms | 0 - 410 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® SA7255P | 37.447 ms | 0 - 301 MB | NPU
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| Swin-Small | TFLITE | float | Qualcomm® SA8295P | 22.961 ms | 0 - 296 MB | NPU
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| Swin-Small | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.798 ms | 0 - 284 MB | NPU
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## License
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* The license for the original implementation of Swin-Small can be found
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release_assets.json
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{
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"version": "0.
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"precisions": {
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"float": {
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"universal_assets": {
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"tflite": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327",
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"litert": "1.4.
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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},
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"qnn_dlc": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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},
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"onnx": {
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"tool_versions": {
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"qairt": "2.42.0.251225135753_193295",
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"onnx_runtime": "1.24.3"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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}
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}
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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},
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"onnx": {
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"tool_versions": {
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"qairt": "2.42.0.251225135753_193295",
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"onnx_runtime": "1.24.3"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.
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}
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}
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}
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{
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"version": "0.53.0",
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"precisions": {
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"float": {
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"universal_assets": {
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"tflite": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327",
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"litert": "1.4.3"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-tflite-float.zip"
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},
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"qnn_dlc": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-qnn_dlc-float.zip"
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},
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"onnx": {
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"tool_versions": {
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"qairt": "2.42.0.251225135753_193295",
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"onnx_runtime": "1.24.3"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-onnx-float.zip"
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}
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}
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},
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-qnn_dlc-w8a16.zip"
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},
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"onnx": {
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"tool_versions": {
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"qairt": "2.42.0.251225135753_193295",
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"onnx_runtime": "1.24.3"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.53.0/swin_small-onnx-w8a16.zip"
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}
|
| 43 |
}
|
| 44 |
}
|