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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.

Files changed (2) hide show
  1. LICENSE +1 -1
  2. README.md +73 -69
LICENSE CHANGED
@@ -1 +1 @@
1
- The license of the original trained model can be found at https://github.com/quic/aimet-model-zoo/blob/develop/LICENSE.pdf.
 
1
+ The license of the original trained model can be found at https://github.com/quic/aimet-model-zoo/blob/develop/LICENSE.md.
README.md CHANGED
@@ -27,12 +27,12 @@ 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/xlsr/releases/v0.46.0/xlsr-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/xlsr/releases/v0.46.0/xlsr-onnx-w8a8.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/xlsr/releases/v0.46.0/xlsr-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/xlsr/releases/v0.46.0/xlsr-qnn_dlc-w8a8.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/xlsr/releases/v0.46.0/xlsr-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/xlsr/releases/v0.46.0/xlsr-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[XLSR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/xlsr)**.
38
 
@@ -62,73 +62,77 @@ See our repository for [XLSR on GitHub](https://github.com/quic/ai-hub-models/bl
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  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
- | XLSR | ONNX | float | Snapdragon® X Elite | 1.088 ms | 8 - 8 MB | NPU
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- | XLSR | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.869 ms | 0 - 98 MB | NPU
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- | XLSR | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.185 ms | 0 - 2 MB | NPU
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- | XLSR | ONNX | float | Qualcomm® QCS9075 | 1.49 ms | 8 - 11 MB | NPU
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- | XLSR | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.615 ms | 0 - 91 MB | NPU
70
- | XLSR | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.532 ms | 0 - 90 MB | NPU
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- | XLSR | ONNX | w8a8 | Snapdragon® X Elite | 1.2 ms | 9 - 9 MB | NPU
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- | XLSR | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.958 ms | 0 - 98 MB | NPU
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- | XLSR | ONNX | w8a8 | Qualcomm® QCS6490 | 12.183 ms | 19 - 23 MB | CPU
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- | XLSR | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.257 ms | 0 - 3 MB | NPU
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- | XLSR | ONNX | w8a8 | Qualcomm® QCS9075 | 1.857 ms | 0 - 3 MB | NPU
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- | XLSR | ONNX | w8a8 | Qualcomm® QCM6690 | 8.312 ms | 17 - 23 MB | CPU
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- | XLSR | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.766 ms | 0 - 89 MB | NPU
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- | XLSR | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.249 ms | 18 - 25 MB | CPU
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- | XLSR | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.66 ms | 0 - 90 MB | NPU
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- | XLSR | QNN_DLC | float | Snapdragon® X Elite | 0.893 ms | 0 - 0 MB | NPU
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- | XLSR | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.478 ms | 0 - 29 MB | NPU
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- | XLSR | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.181 ms | 0 - 21 MB | NPU
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- | XLSR | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.767 ms | 0 - 31 MB | NPU
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- | XLSR | QNN_DLC | float | Qualcomm® SA8775P | 1.143 ms | 0 - 22 MB | NPU
85
- | XLSR | QNN_DLC | float | Qualcomm® QCS9075 | 1.106 ms | 0 - 5 MB | NPU
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- | XLSR | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.047 ms | 0 - 30 MB | NPU
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- | XLSR | QNN_DLC | float | Qualcomm® SA7255P | 2.181 ms | 0 - 21 MB | NPU
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- | XLSR | QNN_DLC | float | Qualcomm® SA8295P | 1.4 ms | 0 - 18 MB | NPU
 
 
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  | XLSR | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.359 ms | 0 - 25 MB | NPU
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- | XLSR | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.351 ms | 0 - 24 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.48 ms | 0 - 0 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.259 ms | 0 - 27 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.405 ms | 0 - 2 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.907 ms | 0 - 21 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.37 ms | 0 - 15 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.571 ms | 0 - 21 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.523 ms | 0 - 2 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1.652 ms | 0 - 18 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.524 ms | 0 - 29 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.907 ms | 0 - 21 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.772 ms | 0 - 17 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.199 ms | 0 - 18 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.402 ms | 1 - 19 MB | NPU
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- | XLSR | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.168 ms | 0 - 21 MB | NPU
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- | XLSR | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.456 ms | 0 - 29 MB | NPU
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- | XLSR | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 4.607 ms | 3 - 24 MB | NPU
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- | XLSR | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.22 ms | 0 - 67 MB | NPU
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- | XLSR | TFLITE | float | Qualcomm® SA8775P | 2.688 ms | 0 - 21 MB | NPU
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- | XLSR | TFLITE | float | Qualcomm® QCS9075 | 2.601 ms | 3 - 8 MB | NPU
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- | XLSR | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.563 ms | 0 - 30 MB | NPU
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- | XLSR | TFLITE | float | Qualcomm® SA7255P | 4.607 ms | 3 - 24 MB | NPU
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- | XLSR | TFLITE | float | Qualcomm® SA8295P | 3.263 ms | 0 - 17 MB | NPU
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- | XLSR | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.999 ms | 0 - 24 MB | NPU
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- | XLSR | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.82 ms | 0 - 22 MB | NPU
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- | XLSR | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.252 ms | 0 - 28 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.112 ms | 0 - 3 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.915 ms | 0 - 21 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.376 ms | 0 - 60 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® SA8775P | 0.592 ms | 0 - 21 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.593 ms | 0 - 3 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® QCM6690 | 1.617 ms | 0 - 18 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.533 ms | 0 - 29 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® SA7255P | 0.915 ms | 0 - 21 MB | NPU
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- | XLSR | TFLITE | w8a8 | Qualcomm® SA8295P | 0.77 ms | 0 - 18 MB | NPU
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- | XLSR | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.234 ms | 0 - 21 MB | NPU
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- | XLSR | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.414 ms | 0 - 18 MB | NPU
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- | XLSR | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.169 ms | 0 - 22 MB | NPU
 
 
128
 
129
  ## License
130
  * The license for the original implementation of XLSR can be found
131
- [here](https://github.com/quic/aimet-model-zoo/blob/develop/LICENSE.pdf).
132
 
133
  ## References
134
  * [Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices](https://arxiv.org/abs/2105.10288)
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | 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/xlsr/releases/v0.47.0/xlsr-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/xlsr/releases/v0.47.0/xlsr-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/xlsr/releases/v0.47.0/xlsr-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/xlsr/releases/v0.47.0/xlsr-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/xlsr/releases/v0.47.0/xlsr-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/xlsr/releases/v0.47.0/xlsr-tflite-w8a8.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[XLSR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/xlsr)**.
38
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | XLSR | ONNX | float | Snapdragon® X Elite | 1.041 ms | 9 - 9 MB | NPU
66
+ | XLSR | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.645 ms | 0 - 29 MB | NPU
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+ | XLSR | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.924 ms | 0 - 2 MB | NPU
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+ | XLSR | ONNX | float | Qualcomm® QCS9075 | 1.222 ms | 7 - 10 MB | NPU
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+ | XLSR | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.509 ms | 0 - 23 MB | NPU
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+ | XLSR | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.427 ms | 0 - 22 MB | NPU
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+ | XLSR | ONNX | float | Snapdragon® X2 Elite | 0.481 ms | 6 - 6 MB | NPU
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+ | XLSR | ONNX | w8a8 | Snapdragon® X Elite | 0.673 ms | 3 - 3 MB | NPU
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+ | XLSR | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.37 ms | 0 - 30 MB | NPU
74
+ | XLSR | ONNX | w8a8 | Qualcomm® QCS6490 | 12.112 ms | 20 - 22 MB | CPU
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+ | XLSR | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.548 ms | 0 - 4 MB | NPU
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+ | XLSR | ONNX | w8a8 | Qualcomm® QCS9075 | 0.695 ms | 0 - 3 MB | NPU
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+ | XLSR | ONNX | w8a8 | Qualcomm® QCM6690 | 8.398 ms | 18 - 24 MB | CPU
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+ | XLSR | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.265 ms | 0 - 19 MB | NPU
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+ | XLSR | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.129 ms | 18 - 24 MB | CPU
80
+ | XLSR | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.243 ms | 0 - 23 MB | NPU
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+ | XLSR | ONNX | w8a8 | Snapdragon® X2 Elite | 0.229 ms | 1 - 1 MB | NPU
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+ | XLSR | QNN_DLC | float | Snapdragon® X Elite | 0.91 ms | 0 - 0 MB | NPU
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+ | XLSR | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.473 ms | 0 - 29 MB | NPU
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+ | XLSR | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.19 ms | 0 - 21 MB | NPU
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+ | XLSR | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.772 ms | 0 - 10 MB | NPU
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+ | XLSR | QNN_DLC | float | Qualcomm® SA8775P | 1.157 ms | 0 - 21 MB | NPU
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+ | XLSR | QNN_DLC | float | Qualcomm® QCS9075 | 1.113 ms | 0 - 5 MB | NPU
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+ | XLSR | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.056 ms | 0 - 31 MB | NPU
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+ | XLSR | QNN_DLC | float | Qualcomm® SA7255P | 2.19 ms | 0 - 21 MB | NPU
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+ | XLSR | QNN_DLC | float | Qualcomm® SA8295P | 1.363 ms | 0 - 17 MB | NPU
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  | XLSR | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.359 ms | 0 - 25 MB | NPU
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+ | XLSR | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.317 ms | 0 - 25 MB | NPU
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+ | XLSR | QNN_DLC | float | Snapdragon® X2 Elite | 0.409 ms | 0 - 0 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.508 ms | 0 - 0 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.247 ms | 0 - 27 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.401 ms | 0 - 2 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 0.895 ms | 0 - 20 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.372 ms | 0 - 8 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.567 ms | 0 - 20 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.525 ms | 0 - 2 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1.665 ms | 0 - 18 MB | NPU
102
+ | XLSR | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.529 ms | 0 - 28 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® SA7255P | 0.895 ms | 0 - 20 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.781 ms | 0 - 17 MB | NPU
105
+ | XLSR | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.192 ms | 0 - 22 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.403 ms | 0 - 17 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.164 ms | 0 - 21 MB | NPU
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+ | XLSR | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.26 ms | 0 - 0 MB | NPU
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+ | XLSR | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.465 ms | 0 - 29 MB | NPU
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+ | XLSR | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 4.815 ms | 0 - 21 MB | NPU
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+ | XLSR | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.22 ms | 0 - 1 MB | NPU
112
+ | XLSR | TFLITE | float | Qualcomm® SA8775P | 2.669 ms | 0 - 21 MB | NPU
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+ | XLSR | TFLITE | float | Qualcomm® QCS9075 | 2.615 ms | 1 - 6 MB | NPU
114
+ | XLSR | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.56 ms | 0 - 30 MB | NPU
115
+ | XLSR | TFLITE | float | Qualcomm® SA7255P | 4.815 ms | 0 - 21 MB | NPU
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+ | XLSR | TFLITE | float | Qualcomm® SA8295P | 3.309 ms | 0 - 17 MB | NPU
117
+ | XLSR | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.012 ms | 0 - 24 MB | NPU
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+ | XLSR | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.824 ms | 0 - 22 MB | NPU
119
+ | XLSR | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.251 ms | 0 - 28 MB | NPU
120
+ | XLSR | TFLITE | w8a8 | Qualcomm® QCS6490 | 1.115 ms | 0 - 3 MB | NPU
121
+ | XLSR | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 8.446 ms | 4 - 33 MB | GPU
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+ | XLSR | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.385 ms | 0 - 1 MB | NPU
123
+ | XLSR | TFLITE | w8a8 | Qualcomm® SA8775P | 0.595 ms | 0 - 21 MB | NPU
124
+ | XLSR | TFLITE | w8a8 | Qualcomm® QCS9075 | 0.582 ms | 0 - 3 MB | NPU
125
+ | XLSR | TFLITE | w8a8 | Qualcomm® QCM6690 | 1.622 ms | 0 - 18 MB | NPU
126
+ | XLSR | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.529 ms | 0 - 29 MB | NPU
127
+ | XLSR | TFLITE | w8a8 | Qualcomm® SA7255P | 8.446 ms | 4 - 33 MB | GPU
128
+ | XLSR | TFLITE | w8a8 | Qualcomm® SA8295P | 0.781 ms | 0 - 17 MB | NPU
129
+ | XLSR | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.227 ms | 0 - 24 MB | NPU
130
+ | XLSR | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.399 ms | 0 - 18 MB | NPU
131
+ | XLSR | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.161 ms | 0 - 22 MB | NPU
132
 
133
  ## License
134
  * The license for the original implementation of XLSR can be found
135
+ [here](https://github.com/quic/aimet-model-zoo/blob/develop/LICENSE.md).
136
 
137
  ## References
138
  * [Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices](https://arxiv.org/abs/2105.10288)