v0.53.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.
- README.md +73 -57
- release_assets.json +15 -15
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/pidnet/releases/v0.
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| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/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/pidnet/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/pidnet/releases/v0.
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| TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.
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For more device-specific assets and performance metrics, visit **[PidNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pidnet)**.
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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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| PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.
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| PidNet | ONNX | float | Snapdragon®
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| PidNet | ONNX | float | Snapdragon®
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| PidNet | ONNX | float | Snapdragon®
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| PidNet | ONNX | float |
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| PidNet | ONNX | float |
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| PidNet | ONNX | float |
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| PidNet | ONNX |
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| PidNet | ONNX |
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| PidNet | ONNX | w8a8 | Snapdragon®
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| PidNet | ONNX | w8a8 | Snapdragon® 8
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| PidNet | ONNX | w8a8 |
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| PidNet | ONNX | w8a8 |
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| PidNet | ONNX | w8a8 |
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| PidNet |
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| PidNet |
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| PidNet |
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| PidNet |
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| PidNet | QNN_DLC | float |
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| PidNet | QNN_DLC | float |
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| PidNet | QNN_DLC | float |
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| PidNet | QNN_DLC | float |
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| PidNet | QNN_DLC | float |
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| PidNet | QNN_DLC | float |
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| PidNet | QNN_DLC | float |
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| PidNet |
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| PidNet |
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| PidNet |
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| PidNet |
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| PidNet | TFLITE | float | Snapdragon® 8 Elite
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE |
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| PidNet | TFLITE | w8a8 | Snapdragon®
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## License
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* The license for the original implementation of PidNet 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/pidnet/releases/v0.53.0/pidnet-onnx-float.zip)
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| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.53.0/pidnet-onnx-w8a8.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/pidnet/releases/v0.53.0/pidnet-qnn_dlc-float.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/pidnet/releases/v0.53.0/pidnet-tflite-float.zip)
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| TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.53.0/pidnet-tflite-w8a8.zip)
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For more device-specific assets and performance metrics, visit **[PidNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pidnet)**.
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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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| 66 |
|---|---|---|---|---|---|---
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| PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.126 ms | 30 - 297 MB | NPU
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| PidNet | ONNX | float | Snapdragon® 8 Elite Mobile | 16.084 ms | 6 - 220 MB | NPU
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| PidNet | ONNX | float | Snapdragon® X2 Elite | 12.94 ms | 22 - 22 MB | NPU
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| PidNet | ONNX | float | Snapdragon® X Elite | 32.643 ms | 24 - 24 MB | NPU
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| PidNet | ONNX | float | Snapdragon® X Elite | 32.643 ms | 24 - 24 MB | NPU
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| PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 22.893 ms | 30 - 348 MB | NPU
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| PidNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 33.384 ms | 24 - 27 MB | NPU
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| PidNet | ONNX | float | Qualcomm® QCS9075 | 47.268 ms | 24 - 51 MB | NPU
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| PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 16.084 ms | 6 - 220 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 44.797 ms | 98 - 319 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 44.138 ms | 103 - 314 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 45.924 ms | 134 - 134 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® X Elite | 84.746 ms | 133 - 133 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® X Elite | 84.746 ms | 133 - 133 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 45.517 ms | 87 - 348 MB | NPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCS6490 | 387.67 ms | 197 - 216 MB | CPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 59.563 ms | 103 - 107 MB | NPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCS9075 | 64.678 ms | 104 - 106 MB | NPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCM6690 | 345.104 ms | 196 - 206 MB | CPU
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 44.138 ms | 103 - 314 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 327.875 ms | 136 - 146 MB | CPU
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| PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 327.875 ms | 136 - 146 MB | CPU
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| PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.999 ms | 24 - 293 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 18.241 ms | 15 - 260 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 13.515 ms | 24 - 24 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® X Elite | 38.799 ms | 24 - 24 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® X Elite | 38.799 ms | 24 - 24 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 25.666 ms | 11 - 315 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 117.778 ms | 24 - 242 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 37.338 ms | 24 - 68 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA8775P | 46.595 ms | 24 - 243 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA8775P | 46.595 ms | 24 - 243 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA8775P | 46.595 ms | 24 - 243 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS9075 | 60.97 ms | 24 - 52 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 75.971 ms | 5 - 313 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA7255P | 117.778 ms | 24 - 242 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA8295P | 51.965 ms | 24 - 252 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.241 ms | 15 - 260 MB | NPU
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| PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.705 ms | 2 - 274 MB | NPU
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| PidNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 18.933 ms | 2 - 256 MB | NPU
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| PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 25.047 ms | 2 - 327 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 116.623 ms | 3 - 232 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 36.533 ms | 2 - 6 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA8775P | 45.286 ms | 3 - 232 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA8775P | 45.286 ms | 3 - 232 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA8775P | 45.286 ms | 3 - 232 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS9075 | 59.79 ms | 0 - 45 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 74.478 ms | 2 - 329 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA7255P | 116.623 ms | 3 - 232 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA8295P | 51.038 ms | 2 - 244 MB | NPU
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| PidNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.933 ms | 2 - 256 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 22.133 ms | 1 - 263 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 69.547 ms | 1 - 234 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 38.027 ms | 0 - 262 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 204.74 ms | 2 - 73 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 98.434 ms | 1 - 213 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 50.224 ms | 1 - 4 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 51.017 ms | 1 - 214 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 51.017 ms | 1 - 214 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 51.017 ms | 1 - 214 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 53.009 ms | 1 - 17 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 233.288 ms | 2 - 233 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 58.463 ms | 1 - 266 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.434 ms | 1 - 213 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 58.036 ms | 1 - 218 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 69.547 ms | 1 - 234 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 66.332 ms | 3 - 221 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 66.332 ms | 3 - 221 MB | NPU
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## License
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* The license for the original implementation of PidNet 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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"
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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/pidnet/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/pidnet/releases/v0.
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}
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}
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},
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"
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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/pidnet/releases/v0.52.0/pidnet-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/pidnet/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/pidnet/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/pidnet/releases/v0.53.0/pidnet-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/pidnet/releases/v0.53.0/pidnet-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/pidnet/releases/v0.53.0/pidnet-onnx-float.zip"
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}
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}
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},
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"w8a8": {
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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/pidnet/releases/v0.53.0/pidnet-tflite-w8a8.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/pidnet/releases/v0.53.0/pidnet-onnx-w8a8.zip"
|
| 43 |
}
|
| 44 |
}
|
| 45 |
}
|