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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| ONNX | float | Universal | QAIRT 2.
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| ONNX | w8a8 | Universal | QAIRT 2.
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| QNN_DLC | float | Universal | QAIRT 2.
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| QNN_DLC | w8a8 | Universal | QAIRT 2.
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| TFLITE | float | Universal | QAIRT 2.
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| TFLITE | w8a8 | Universal | QAIRT 2.
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For more device-specific assets and performance metrics, visit **[FCN-ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/fcn_resnet50)**.
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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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| FCN-ResNet50 | ONNX | float | Snapdragon® X Elite | 43.
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| FCN-ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile |
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| FCN-ResNet50 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 43.
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| FCN-ResNet50 | ONNX | float | Qualcomm® QCS9075 |
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| FCN-ResNet50 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.
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| FCN-ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile |
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| FCN-ResNet50 | ONNX |
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon®
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| FCN-ResNet50 | ONNX | w8a8 |
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| FCN-ResNet50 | ONNX | w8a8 | Qualcomm®
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| FCN-ResNet50 | ONNX | w8a8 | Qualcomm®
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| FCN-ResNet50 | ONNX | w8a8 | Qualcomm®
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| FCN-ResNet50 | ONNX | w8a8 |
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon®
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon®
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 | QNN_DLC | float |
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| FCN-ResNet50 | QNN_DLC | float |
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | float |
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| FCN-ResNet50 | QNN_DLC | float |
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| FCN-ResNet50 | QNN_DLC |
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| FCN-ResNet50 | QNN_DLC |
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| FCN-ResNet50 | QNN_DLC |
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| FCN-ResNet50 | QNN_DLC | w8a8 |
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| FCN-ResNet50 | QNN_DLC | w8a8 |
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm®
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| FCN-ResNet50 | QNN_DLC | w8a8 |
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| FCN-ResNet50 | QNN_DLC | w8a8 |
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| FCN-ResNet50 | QNN_DLC | w8a8 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 |
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| FCN-ResNet50 | TFLITE | float |
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| FCN-ResNet50 | TFLITE | float | Qualcomm®
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| FCN-ResNet50 | TFLITE | float | Qualcomm®
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| FCN-ResNet50 | TFLITE | float | Qualcomm®
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| FCN-ResNet50 | TFLITE | float |
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| FCN-ResNet50 | TFLITE | float |
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| FCN-ResNet50 | TFLITE |
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| FCN-ResNet50 | TFLITE |
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| FCN-ResNet50 | TFLITE |
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| FCN-ResNet50 | TFLITE |
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| FCN-ResNet50 | TFLITE | w8a8 |
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm®
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm®
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm®
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm®
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm®
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| FCN-ResNet50 | TFLITE | w8a8 |
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| FCN-ResNet50 | TFLITE | w8a8 |
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| FCN-ResNet50 | TFLITE | w8a8 |
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## License
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* The license for the original implementation of FCN-ResNet50 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/fcn_resnet50/releases/v0.47.0/fcn_resnet50-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/fcn_resnet50/releases/v0.47.0/fcn_resnet50-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/fcn_resnet50/releases/v0.47.0/fcn_resnet50-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/fcn_resnet50/releases/v0.47.0/fcn_resnet50-qnn_dlc-w8a8.zip)
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| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/fcn_resnet50/releases/v0.47.0/fcn_resnet50-tflite-float.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/fcn_resnet50/releases/v0.47.0/fcn_resnet50-tflite-w8a8.zip)
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For more device-specific assets and performance metrics, visit **[FCN-ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/fcn_resnet50)**.
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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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| FCN-ResNet50 | ONNX | float | Snapdragon® X Elite | 43.191 ms | 62 - 62 MB | NPU
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| FCN-ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 33.044 ms | 0 - 386 MB | NPU
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| FCN-ResNet50 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 43.554 ms | 3 - 383 MB | NPU
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| FCN-ResNet50 | ONNX | float | Qualcomm® QCS9075 | 75.301 ms | 3 - 9 MB | NPU
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| FCN-ResNet50 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.715 ms | 2 - 309 MB | NPU
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| FCN-ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 22.44 ms | 4 - 325 MB | NPU
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| FCN-ResNet50 | ONNX | float | Snapdragon® X2 Elite | 23.214 ms | 63 - 63 MB | NPU
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon® X Elite | 13.847 ms | 32 - 32 MB | NPU
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 10.161 ms | 1 - 280 MB | NPU
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| FCN-ResNet50 | ONNX | w8a8 | Qualcomm® QCS6490 | 915.953 ms | 69 - 113 MB | CPU
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| FCN-ResNet50 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 13.499 ms | 1 - 4 MB | NPU
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| FCN-ResNet50 | ONNX | w8a8 | Qualcomm® QCS9075 | 15.126 ms | 1 - 4 MB | NPU
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| FCN-ResNet50 | ONNX | w8a8 | Qualcomm® QCM6690 | 844.226 ms | 63 - 72 MB | CPU
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.557 ms | 1 - 203 MB | NPU
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 711.735 ms | 66 - 75 MB | CPU
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.058 ms | 1 - 248 MB | NPU
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| FCN-ResNet50 | ONNX | w8a8 | Snapdragon® X2 Elite | 7.098 ms | 33 - 33 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 44.233 ms | 3 - 3 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 33.588 ms | 3 - 387 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 272.33 ms | 1 - 304 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 43.876 ms | 3 - 5 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 72.461 ms | 1 - 304 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm® QCS9075 | 78.672 ms | 3 - 8 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 83.781 ms | 0 - 273 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 272.33 ms | 1 - 304 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 77.696 ms | 0 - 218 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.543 ms | 0 - 318 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 21.396 ms | 3 - 331 MB | NPU
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| FCN-ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 22.797 ms | 3 - 3 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Snapdragon® X Elite | 15.188 ms | 1 - 1 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 11.457 ms | 0 - 265 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 92.768 ms | 1 - 3 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 39.523 ms | 1 - 205 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 14.945 ms | 0 - 16 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 64.67 ms | 1 - 215 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 16.881 ms | 1 - 3 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 405.918 ms | 1 - 347 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 23.823 ms | 1 - 266 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 39.523 ms | 1 - 205 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 22.143 ms | 1 - 209 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.873 ms | 1 - 200 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 26.146 ms | 1 - 281 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.558 ms | 1 - 245 MB | NPU
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| FCN-ResNet50 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 7.826 ms | 1 - 1 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 33.402 ms | 0 - 431 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 272.27 ms | 0 - 332 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 44.378 ms | 0 - 3 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Qualcomm® SA8775P | 72.555 ms | 0 - 333 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Qualcomm® QCS9075 | 77.94 ms | 0 - 71 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 83.943 ms | 0 - 318 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Qualcomm® SA7255P | 272.27 ms | 0 - 332 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Qualcomm® SA8295P | 77.823 ms | 0 - 246 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 27.098 ms | 0 - 343 MB | NPU
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| FCN-ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 20.491 ms | 0 - 355 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 11.181 ms | 0 - 272 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® QCS6490 | 94.818 ms | 0 - 39 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 38.251 ms | 0 - 205 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 14.418 ms | 0 - 2 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® SA8775P | 14.773 ms | 0 - 205 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® QCS9075 | 15.44 ms | 0 - 35 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® QCM6690 | 437.87 ms | 0 - 352 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 23.589 ms | 0 - 268 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® SA7255P | 38.251 ms | 0 - 205 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Qualcomm® SA8295P | 21.346 ms | 0 - 209 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.546 ms | 0 - 200 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 26.736 ms | 0 - 282 MB | NPU
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| FCN-ResNet50 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.138 ms | 0 - 247 MB | NPU
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## License
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* The license for the original implementation of FCN-ResNet50 can be found
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