v0.51.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.
- README.md +57 -70
- release_assets.json +47 -1
README.md
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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.
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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.
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| TFLITE |
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| TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.50.2/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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|---|---|---|---|---|---|---
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| PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.
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| PidNet | ONNX | float | Snapdragon® X2 Elite |
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| PidNet | ONNX | float | Snapdragon® X Elite | 32.
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| PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile |
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| PidNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 32.
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| PidNet | ONNX | float | Qualcomm® QCS9075 | 47.
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| PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile |
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 44.
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| PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 45.
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| PidNet | ONNX | w8a8 | Snapdragon® X Elite |
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 45.
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| PidNet | ONNX | w8a8 | Qualcomm® QCS6490 |
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| PidNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 59.
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| PidNet | ONNX | w8a8 | Qualcomm® QCS9075 |
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| PidNet | ONNX | w8a8 | Qualcomm® QCM6690 |
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 44.
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| PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 327.
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| PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile |
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| PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 13.
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| PidNet | QNN_DLC | float | Snapdragon® X Elite | 38.
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| PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 25.
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| PidNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) |
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| PidNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 37.
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| PidNet | QNN_DLC | float | Qualcomm® SA8775P | 46.
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| PidNet | QNN_DLC | float | Qualcomm® QCS9075 | 61.
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| PidNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) |
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| PidNet | QNN_DLC | float | Qualcomm® SA7255P |
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| PidNet | QNN_DLC | float | Qualcomm® SA8295P | 51.
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| PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.
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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 |
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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 |
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| PidNet |
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| PidNet |
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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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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 38.135 ms | 0 - 266 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 210.57 ms | 2 - 72 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 98.263 ms | 1 - 212 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 50.321 ms | 1 - 2 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 50.963 ms | 1 - 212 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 53.14 ms | 0 - 16 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 238.856 ms | 3 - 198 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 58.319 ms | 0 - 267 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.263 ms | 1 - 212 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 57.97 ms | 1 - 215 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 38.265 ms | 1 - 237 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 66.782 ms | 3 - 222 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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| Runtime | Precision | Chipset | SDK Versions | Download |
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|---|---|---|---|---|
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| 31 |
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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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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 | 12.147 ms | 30 - 298 MB | NPU
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| PidNet | ONNX | float | Snapdragon® X2 Elite | 13.032 ms | 22 - 22 MB | NPU
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| PidNet | ONNX | float | Snapdragon® X Elite | 32.73 ms | 24 - 24 MB | NPU
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| PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 23.118 ms | 26 - 343 MB | NPU
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| PidNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 32.643 ms | 24 - 26 MB | NPU
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| PidNet | ONNX | float | Qualcomm® QCS9075 | 47.321 ms | 24 - 51 MB | NPU
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| PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 15.98 ms | 7 - 220 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 44.593 ms | 73 - 293 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 45.557 ms | 134 - 134 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® X Elite | 89.567 ms | 133 - 133 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 45.633 ms | 80 - 341 MB | NPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCS6490 | 386.898 ms | 197 - 216 MB | CPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 59.858 ms | 101 - 109 MB | NPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCS9075 | 65.921 ms | 103 - 106 MB | NPU
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| PidNet | ONNX | w8a8 | Qualcomm® QCM6690 | 347.589 ms | 141 - 151 MB | CPU
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| PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 44.093 ms | 105 - 310 MB | NPU
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| PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 327.416 ms | 134 - 145 MB | CPU
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| PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.004 ms | 14 - 284 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 13.481 ms | 24 - 24 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® X Elite | 38.887 ms | 24 - 24 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 25.629 ms | 23 - 326 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 117.732 ms | 24 - 241 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 37.235 ms | 24 - 274 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA8775P | 46.582 ms | 24 - 242 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS9075 | 61.125 ms | 24 - 52 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 75.848 ms | 4 - 309 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA7255P | 117.732 ms | 24 - 241 MB | NPU
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| PidNet | QNN_DLC | float | Qualcomm® SA8295P | 51.99 ms | 24 - 253 MB | NPU
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| PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.254 ms | 18 - 264 MB | NPU
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| PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.686 ms | 2 - 275 MB | NPU
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| PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 25.059 ms | 0 - 319 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 116.587 ms | 2 - 231 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 36.389 ms | 2 - 6 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA8775P | 45.288 ms | 2 - 233 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS9075 | 59.754 ms | 0 - 45 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 74.773 ms | 3 - 330 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA7255P | 116.587 ms | 2 - 231 MB | NPU
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| PidNet | TFLITE | float | Qualcomm® SA8295P | 50.984 ms | 2 - 245 MB | NPU
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| PidNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.843 ms | 2 - 256 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 22.222 ms | 0 - 262 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 37.809 ms | 1 - 267 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 208.912 ms | 3 - 73 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 98.277 ms | 1 - 214 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 50.448 ms | 1 - 4 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 51.011 ms | 1 - 213 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 52.894 ms | 1 - 17 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 238.604 ms | 1 - 233 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 58.791 ms | 0 - 265 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.277 ms | 1 - 214 MB | NPU
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| PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 58.058 ms | 1 - 218 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 70.006 ms | 1 - 237 MB | NPU
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| PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 66.96 ms | 1 - 219 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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{
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"version": "0.51.0",
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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": "1.4.2"
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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/v0.51.0/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/v0.51.0/pidnet-qnn_dlc-float.zip"
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| 18 |
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},
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| 19 |
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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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| 22 |
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"onnx_runtime": "1.24.3"
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+
},
|
| 24 |
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.51.0/pidnet-onnx-float.zip"
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| 25 |
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}
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| 26 |
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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": "1.4.2"
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| 34 |
+
},
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+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.51.0/pidnet-tflite-w8a8.zip"
|
| 36 |
+
},
|
| 37 |
+
"onnx": {
|
| 38 |
+
"tool_versions": {
|
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+
"qairt": "2.42.0.251225135753_193295",
|
| 40 |
+
"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/v0.51.0/pidnet-onnx-w8a8.zip"
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}
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}
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}
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}
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}
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