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AOT-GAN

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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +59 -30
README.md CHANGED
@@ -27,9 +27,11 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/aotgan/releases/v0.46.0/aotgan-onnx-float.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/aotgan/releases/v0.46.0/aotgan-qnn_dlc-float.zip)
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- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/aotgan/releases/v0.46.0/aotgan-tflite-float.zip)
 
 
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  For more device-specific assets and performance metrics, visit **[AOT-GAN on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/aotgan)**.
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@@ -58,33 +60,60 @@ See our repository for [AOT-GAN on GitHub](https://github.com/quic/ai-hub-models
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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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- | AOT-GAN | ONNX | float | Snapdragon® X Elite | 134.883 ms | 33 - 33 MB | NPU
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- | AOT-GAN | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 95.525 ms | 0 - 613 MB | NPU
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- | AOT-GAN | ONNX | float | Qualcomm® QCS8550 (Proxy) | 131.493 ms | 0 - 41 MB | NPU
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- | AOT-GAN | ONNX | float | Qualcomm® QCS9075 | 235.017 ms | 4 - 11 MB | NPU
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- | AOT-GAN | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 73.302 ms | 6 - 470 MB | NPU
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- | AOT-GAN | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 49.908 ms | 0 - 368 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Snapdragon® X Elite | 123.938 ms | 4 - 4 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 87.065 ms | 0 - 715 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 544.041 ms | 1 - 533 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 119.365 ms | 4 - 7 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Qualcomm® SA8775P | 161.848 ms | 2 - 533 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Qualcomm® QCS9075 | 214.832 ms | 4 - 13 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 215.163 ms | 3 - 635 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Qualcomm® SA7255P | 544.041 ms | 1 - 533 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Qualcomm® SA8295P | 179.326 ms | 2 - 471 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 69.435 ms | 3 - 565 MB | NPU
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- | AOT-GAN | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 47.503 ms | 4 - 473 MB | NPU
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- | AOT-GAN | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 86.747 ms | 2 - 750 MB | NPU
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- | AOT-GAN | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 557.097 ms | 3 - 549 MB | NPU
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- | AOT-GAN | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 122.154 ms | 3 - 6 MB | NPU
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- | AOT-GAN | TFLITE | float | Qualcomm® SA8775P | 168.373 ms | 0 - 547 MB | NPU
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- | AOT-GAN | TFLITE | float | Qualcomm® QCS9075 | 213.878 ms | 2 - 45 MB | NPU
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- | AOT-GAN | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 214.174 ms | 3 - 666 MB | NPU
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- | AOT-GAN | TFLITE | float | Qualcomm® SA7255P | 557.097 ms | 3 - 549 MB | NPU
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- | AOT-GAN | TFLITE | float | Qualcomm® SA8295P | 183.927 ms | 3 - 488 MB | NPU
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- | AOT-GAN | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 69.074 ms | 3 - 580 MB | NPU
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- | AOT-GAN | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 47.494 ms | 1 - 490 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of AOT-GAN 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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/aotgan/releases/v0.47.0/aotgan-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/aotgan/releases/v0.47.0/aotgan-onnx-w8a16.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/aotgan/releases/v0.47.0/aotgan-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/aotgan/releases/v0.47.0/aotgan-qnn_dlc-w8a16.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/aotgan/releases/v0.47.0/aotgan-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[AOT-GAN on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/aotgan)**.
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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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+ | AOT-GAN | ONNX | float | Snapdragon® X Elite | 149.561 ms | 31 - 31 MB | NPU
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+ | AOT-GAN | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 102.267 ms | 0 - 739 MB | NPU
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+ | AOT-GAN | ONNX | float | Qualcomm® QCS8550 (Proxy) | 146.589 ms | 0 - 457 MB | NPU
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+ | AOT-GAN | ONNX | float | Qualcomm® QCS9075 | 226.001 ms | 4 - 11 MB | NPU
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+ | AOT-GAN | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 78.791 ms | 6 - 633 MB | NPU
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+ | AOT-GAN | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 59.034 ms | 10 - 504 MB | NPU
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+ | AOT-GAN | ONNX | float | Snapdragon® X2 Elite | 61.048 ms | 32 - 32 MB | NPU
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+ | AOT-GAN | ONNX | w8a16 | Snapdragon® X Elite | 85.697 ms | 21 - 21 MB | NPU
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+ | AOT-GAN | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 61.863 ms | 5 - 715 MB | NPU
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+ | AOT-GAN | ONNX | w8a16 | Qualcomm® QCS6490 | 13192.303 ms | 393 - 396 MB | CPU
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+ | AOT-GAN | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 82.146 ms | 0 - 41 MB | NPU
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+ | AOT-GAN | ONNX | w8a16 | Qualcomm® QCS9075 | 109.839 ms | 5 - 8 MB | NPU
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+ | AOT-GAN | ONNX | w8a16 | Qualcomm® QCM6690 | 6693.772 ms | 328 - 336 MB | CPU
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+ | AOT-GAN | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 46.905 ms | 5 - 527 MB | NPU
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+ | AOT-GAN | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6586.752 ms | 324 - 333 MB | CPU
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+ | AOT-GAN | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 34.755 ms | 5 - 617 MB | NPU
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+ | AOT-GAN | ONNX | w8a16 | Snapdragon® X2 Elite | 37.831 ms | 23 - 23 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Snapdragon® X Elite | 125.33 ms | 4 - 4 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 88.875 ms | 3 - 729 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 544.1 ms | 1 - 539 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 123.911 ms | 4 - 7 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Qualcomm® SA8775P | 164.553 ms | 1 - 541 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Qualcomm® QCS9075 | 213.201 ms | 4 - 13 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 206.059 ms | 3 - 643 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Qualcomm® SA7255P | 544.1 ms | 1 - 539 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Qualcomm® SA8295P | 179.664 ms | 1 - 477 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 71.016 ms | 3 - 583 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 47.017 ms | 2 - 488 MB | NPU
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+ | AOT-GAN | QNN_DLC | float | Snapdragon® X2 Elite | 52.376 ms | 4 - 4 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Snapdragon® X Elite | 84.389 ms | 2 - 2 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 62.959 ms | 2 - 722 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 298.385 ms | 1 - 6 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 189.993 ms | 2 - 510 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 82.726 ms | 2 - 612 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® SA8775P | 82.085 ms | 2 - 512 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 110.079 ms | 2 - 7 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 1286.762 ms | 2 - 669 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 144.598 ms | 2 - 711 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® SA7255P | 189.993 ms | 2 - 510 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Qualcomm® SA8295P | 115.664 ms | 2 - 511 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 48.415 ms | 2 - 563 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 124.262 ms | 2 - 671 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 35.823 ms | 2 - 631 MB | NPU
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+ | AOT-GAN | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 38.732 ms | 2 - 2 MB | NPU
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+ | AOT-GAN | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 89.569 ms | 3 - 768 MB | NPU
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+ | AOT-GAN | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 544.416 ms | 3 - 560 MB | NPU
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+ | AOT-GAN | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 123.17 ms | 3 - 5 MB | NPU
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+ | AOT-GAN | TFLITE | float | Qualcomm® SA8775P | 163.884 ms | 0 - 557 MB | NPU
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+ | AOT-GAN | TFLITE | float | Qualcomm® QCS9075 | 210.807 ms | 3 - 46 MB | NPU
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+ | AOT-GAN | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 200.48 ms | 3 - 676 MB | NPU
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+ | AOT-GAN | TFLITE | float | Qualcomm® SA7255P | 544.416 ms | 3 - 560 MB | NPU
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+ | AOT-GAN | TFLITE | float | Qualcomm® SA8295P | 179.019 ms | 0 - 488 MB | NPU
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+ | AOT-GAN | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 70.922 ms | 3 - 596 MB | NPU
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+ | AOT-GAN | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 46.972 ms | 1 - 503 MB | NPU
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  ## License
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  * The license for the original implementation of AOT-GAN can be found