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TrOCR

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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 +57 -57
README.md CHANGED
@@ -27,9 +27,9 @@ 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/trocr/releases/v0.46.0/trocr-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/trocr/releases/v0.46.0/trocr-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/trocr/releases/v0.46.0/trocr-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[TrOCR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/trocr)**.
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@@ -60,60 +60,60 @@ See our repository for [TrOCR on GitHub](https://github.com/quic/ai-hub-models/b
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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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- | TrOCRDecoder | ONNX | float | Snapdragon® X Elite | 2.358 ms | 67 - 67 MB | NPU
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- | TrOCRDecoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.842 ms | 0 - 287 MB | NPU
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- | TrOCRDecoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.51 ms | 0 - 350 MB | NPU
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- | TrOCRDecoder | ONNX | float | Qualcomm® QCS9075 | 2.962 ms | 7 - 17 MB | NPU
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- | TrOCRDecoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.587 ms | 0 - 271 MB | NPU
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- | TrOCRDecoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.424 ms | 0 - 258 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Snapdragon® X Elite | 2.172 ms | 7 - 7 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.388 ms | 0 - 243 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 4.138 ms | 7 - 148 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.932 ms | 3 - 5 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Qualcomm® SA8775P | 2.764 ms | 7 - 148 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Qualcomm® QCS9075 | 2.54 ms | 7 - 15 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.835 ms | 2 - 216 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Qualcomm® SA7255P | 4.138 ms | 7 - 148 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Qualcomm® SA8295P | 2.802 ms | 7 - 130 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.208 ms | 0 - 227 MB | NPU
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- | TrOCRDecoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.093 ms | 1 - 213 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.404 ms | 0 - 258 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 4.162 ms | 0 - 160 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.009 ms | 0 - 8 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Qualcomm® SA8775P | 8.646 ms | 0 - 161 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Qualcomm® QCS9075 | 2.547 ms | 0 - 83 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.815 ms | 0 - 224 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Qualcomm® SA7255P | 4.162 ms | 0 - 160 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Qualcomm® SA8295P | 2.8 ms | 0 - 142 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.166 ms | 0 - 235 MB | NPU
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- | TrOCRDecoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.105 ms | 0 - 215 MB | NPU
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- | TrOCREncoder | ONNX | float | Snapdragon® X Elite | 18.045 ms | 48 - 48 MB | NPU
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- | TrOCREncoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 11.593 ms | 14 - 389 MB | NPU
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- | TrOCREncoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 17.6 ms | 0 - 57 MB | NPU
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- | TrOCREncoder | ONNX | float | Qualcomm® QCS9075 | 21.826 ms | 15 - 19 MB | NPU
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- | TrOCREncoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.097 ms | 14 - 280 MB | NPU
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- | TrOCREncoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.252 ms | 1 - 245 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Snapdragon® X Elite | 18.938 ms | 2 - 2 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.557 ms | 0 - 381 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 47.203 ms | 2 - 291 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 18.324 ms | 2 - 4 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Qualcomm® SA8775P | 20.83 ms | 2 - 292 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Qualcomm® QCS9075 | 22.183 ms | 2 - 12 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 28.527 ms | 0 - 360 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Qualcomm® SA7255P | 47.203 ms | 2 - 291 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Qualcomm® SA8295P | 26.372 ms | 2 - 291 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.827 ms | 2 - 312 MB | NPU
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- | TrOCREncoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.254 ms | 2 - 303 MB | NPU
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- | TrOCREncoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.625 ms | 5 - 233 MB | NPU
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- | TrOCREncoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 38.239 ms | 7 - 149 MB | NPU
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- | TrOCREncoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 12.241 ms | 0 - 2 MB | NPU
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- | TrOCREncoder | TFLITE | float | Qualcomm® SA8775P | 14.713 ms | 7 - 161 MB | NPU
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- | TrOCREncoder | TFLITE | float | Qualcomm® QCS9075 | 15.775 ms | 6 - 66 MB | NPU
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- | TrOCREncoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 22.075 ms | 7 - 348 MB | NPU
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- | TrOCREncoder | TFLITE | float | Qualcomm® SA7255P | 38.239 ms | 7 - 149 MB | NPU
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- | TrOCREncoder | TFLITE | float | Qualcomm® SA8295P | 20.792 ms | 7 - 286 MB | NPU
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- | TrOCREncoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.851 ms | 6 - 151 MB | NPU
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- | TrOCREncoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.58 ms | 6 - 212 MB | NPU
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  ## License
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  * The license for the original implementation of TrOCR can be found
 
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  | 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/trocr/releases/v0.47.0/trocr-onnx-float.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/trocr/releases/v0.47.0/trocr-qnn_dlc-float.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/trocr/releases/v0.47.0/trocr-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[TrOCR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/trocr)**.
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  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
+ | TrOCRDecoder | ONNX | float | Snapdragon® X Elite | 2.326 ms | 67 - 67 MB | NPU
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+ | TrOCRDecoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.462 ms | 0 - 248 MB | NPU
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+ | TrOCRDecoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.15 ms | 0 - 84 MB | NPU
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+ | TrOCRDecoder | ONNX | float | Qualcomm® QCS9075 | 2.709 ms | 7 - 16 MB | NPU
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+ | TrOCRDecoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.248 ms | 0 - 218 MB | NPU
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+ | TrOCRDecoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.145 ms | 0 - 223 MB | NPU
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+ | TrOCRDecoder | ONNX | float | Snapdragon® X2 Elite | 1.155 ms | 68 - 68 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Snapdragon® X Elite | 2.163 ms | 7 - 7 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.399 ms | 0 - 236 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.958 ms | 1 - 3 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Qualcomm® SA8775P | 2.858 ms | 7 - 144 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Qualcomm® QCS9075 | 2.539 ms | 7 - 15 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.798 ms | 1 - 217 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Qualcomm® SA8295P | 2.953 ms | 7 - 130 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.206 ms | 0 - 225 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.135 ms | 1 - 212 MB | NPU
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+ | TrOCRDecoder | QNN_DLC | float | Snapdragon® X2 Elite | 1.464 ms | 7 - 7 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.391 ms | 0 - 244 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 8.124 ms | 7 - 20 MB | CPU
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+ | TrOCRDecoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.006 ms | 0 - 3 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Qualcomm® SA8775P | 2.883 ms | 0 - 152 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Qualcomm® QCS9075 | 2.6 ms | 0 - 83 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.803 ms | 0 - 223 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Qualcomm® SA7255P | 8.124 ms | 7 - 20 MB | CPU
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+ | TrOCRDecoder | TFLITE | float | Qualcomm® SA8295P | 2.996 ms | 0 - 137 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.183 ms | 0 - 243 MB | NPU
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+ | TrOCRDecoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.119 ms | 0 - 223 MB | NPU
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+ | TrOCREncoder | ONNX | float | Snapdragon® X Elite | 18.762 ms | 48 - 48 MB | NPU
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+ | TrOCREncoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 12.53 ms | 16 - 407 MB | NPU
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+ | TrOCREncoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 18.16 ms | 15 - 18 MB | NPU
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+ | TrOCREncoder | ONNX | float | Qualcomm® QCS9075 | 21.963 ms | 15 - 19 MB | NPU
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+ | TrOCREncoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.983 ms | 16 - 330 MB | NPU
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+ | TrOCREncoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.29 ms | 16 - 325 MB | NPU
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+ | TrOCREncoder | ONNX | float | Snapdragon® X2 Elite | 7.543 ms | 48 - 48 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Snapdragon® X Elite | 18.773 ms | 2 - 2 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.596 ms | 0 - 380 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 18.133 ms | 2 - 3 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Qualcomm® SA8775P | 20.859 ms | 2 - 290 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Qualcomm® QCS9075 | 22.171 ms | 2 - 12 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 28.337 ms | 1 - 358 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Qualcomm® SA8295P | 25.823 ms | 2 - 290 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.941 ms | 2 - 310 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.262 ms | 2 - 304 MB | NPU
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+ | TrOCREncoder | QNN_DLC | float | Snapdragon® X2 Elite | 8.012 ms | 2 - 2 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.489 ms | 6 - 232 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 38.66 ms | 7 - 150 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 12.152 ms | 7 - 9 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Qualcomm® SA8775P | 64.81 ms | 7 - 146 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Qualcomm® QCS9075 | 15.782 ms | 6 - 66 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 22.021 ms | 7 - 345 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Qualcomm® SA7255P | 38.66 ms | 7 - 150 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Qualcomm® SA8295P | 20.816 ms | 7 - 271 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.825 ms | 7 - 152 MB | NPU
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+ | TrOCREncoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.609 ms | 6 - 151 MB | NPU
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  ## License
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  * The license for the original implementation of TrOCR can be found