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@@ -36,70 +36,69 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | TrOCRDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.172 ms | 0 - 303 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.376 ms | 0 - 270 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.so) |
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- | TrOCRDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.019 ms | 0 - 246 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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- | TrOCRDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.58 ms | 0 - 52 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.836 ms | 0 - 52 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.so) |
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- | TrOCRDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.074 ms | 0 - 61 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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- | TrOCRDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.45 ms | 0 - 47 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.782 ms | 0 - 47 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.123 ms | 0 - 45 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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- | TrOCRDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.187 ms | 0 - 289 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.265 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | SA7255P ADP | SA7255P | TFLITE | 12.254 ms | 0 - 43 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | SA7255P ADP | SA7255P | QNN | 12.375 ms | 7 - 16 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.207 ms | 0 - 272 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.263 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | SA8295P ADP | SA8295P | TFLITE | 3.11 ms | 0 - 44 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | SA8295P ADP | SA8295P | QNN | 4.001 ms | 7 - 21 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.184 ms | 0 - 372 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.272 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | SA8775P ADP | SA8775P | TFLITE | 3.339 ms | 0 - 44 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | SA8775P ADP | SA8775P | QNN | 3.525 ms | 7 - 17 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.505 ms | 0 - 48 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.756 ms | 4 - 54 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.42 ms | 7 - 7 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.757 ms | 69 - 69 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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- | TrOCREncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 50.082 ms | 7 - 30 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 52.43 ms | 2 - 19 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.so) |
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- | TrOCREncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 39.313 ms | 14 - 157 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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- | TrOCREncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 38.871 ms | 5 - 68 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 40.61 ms | 2 - 63 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.so) |
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- | TrOCREncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 31.086 ms | 14 - 73 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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- | TrOCREncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 36.23 ms | 7 - 71 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 33.584 ms | 2 - 66 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 26.529 ms | 16 - 78 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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- | TrOCREncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 49.996 ms | 7 - 31 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 37.253 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA7255P ADP | SA7255P | TFLITE | 266.112 ms | 1 - 63 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA7255P ADP | SA7255P | QNN | 247.638 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 50.345 ms | 7 - 30 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 37.553 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8295P ADP | SA8295P | TFLITE | 65.333 ms | 7 - 68 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8295P ADP | SA8295P | QNN | 50.544 ms | 2 - 16 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 50.38 ms | 7 - 29 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 37.52 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8775P ADP | SA8775P | TFLITE | 59.748 ms | 7 - 69 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8775P ADP | SA8775P | QNN | 42.265 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 60.415 ms | 7 - 66 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 64.846 ms | 0 - 63 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 34.064 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.717 ms | 49 - 49 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
96
 
 
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  ```bash
98
  pip install "qai-hub-models[trocr]"
99
  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -151,7 +150,7 @@ TrOCRDecoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 2.2
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- Estimated peak memory usage (MB): [0, 303]
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  Total # Ops : 399
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  Compute Unit(s) : NPU (399 ops)
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@@ -159,8 +158,8 @@ Compute Unit(s) : NPU (399 ops)
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  TrOCREncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 50.1
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- Estimated peak memory usage (MB): [7, 30]
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  Total # Ops : 591
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  Compute Unit(s) : NPU (591 ops)
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  ```
@@ -293,7 +292,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of TrOCR can be found [here](https://github.com/microsoft/unilm/blob/master/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | TrOCRDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.193 ms | 0 - 351 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.388 ms | 2 - 72 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.so) |
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+ | TrOCRDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.904 ms | 0 - 179 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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+ | TrOCRDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.554 ms | 0 - 52 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.796 ms | 0 - 53 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.so) |
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+ | TrOCRDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.453 ms | 0 - 62 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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+ | TrOCRDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.515 ms | 0 - 47 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.603 ms | 1 - 49 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.733 ms | 1 - 48 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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+ | TrOCRDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.227 ms | 0 - 120 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.279 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | SA7255P ADP | SA7255P | TFLITE | 12.101 ms | 0 - 44 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | SA7255P ADP | SA7255P | QNN | 12.355 ms | 7 - 15 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.18 ms | 0 - 364 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.29 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | SA8295P ADP | SA8295P | TFLITE | 3.149 ms | 0 - 44 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | SA8295P ADP | SA8295P | QNN | 3.287 ms | 7 - 21 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.285 ms | 0 - 348 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.288 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | SA8775P ADP | SA8775P | TFLITE | 3.394 ms | 0 - 44 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | SA8775P ADP | SA8775P | QNN | 3.511 ms | 7 - 17 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.702 ms | 0 - 47 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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+ | TrOCRDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.793 ms | 5 - 54 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.483 ms | 7 - 7 MB | FP16 | NPU | Use Export Script |
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+ | TrOCRDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.688 ms | 68 - 68 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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+ | TrOCREncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 50.556 ms | 7 - 31 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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+ | TrOCREncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 52.318 ms | 2 - 21 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.so) |
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+ | TrOCREncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.972 ms | 14 - 158 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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+ | TrOCREncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 39.483 ms | 6 - 69 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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+ | TrOCREncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 40.727 ms | 2 - 65 MB | FP16 | NPU | [TrOCR.so](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.so) |
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+ | TrOCREncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 32.375 ms | 16 - 77 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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+ | TrOCREncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 35.24 ms | 5 - 69 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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+ | TrOCREncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 33.856 ms | 2 - 67 MB | FP16 | NPU | Use Export Script |
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+ | TrOCREncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 27.536 ms | 16 - 78 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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+ | TrOCREncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 50.422 ms | 7 - 31 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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+ | TrOCREncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 37.115 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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+ | TrOCREncoder | SA7255P ADP | SA7255P | TFLITE | 266.414 ms | 7 - 69 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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+ | TrOCREncoder | SA7255P ADP | SA7255P | QNN | 247.903 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
77
+ | TrOCREncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 50.495 ms | 7 - 28 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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+ | TrOCREncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 37.4 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
79
+ | TrOCREncoder | SA8295P ADP | SA8295P | TFLITE | 65.319 ms | 4 - 64 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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+ | TrOCREncoder | SA8295P ADP | SA8295P | QNN | 51.358 ms | 2 - 16 MB | FP16 | NPU | Use Export Script |
81
+ | TrOCREncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 50.622 ms | 7 - 34 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
82
+ | TrOCREncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 37.215 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
83
+ | TrOCREncoder | SA8775P ADP | SA8775P | TFLITE | 59.798 ms | 7 - 69 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
84
+ | TrOCREncoder | SA8775P ADP | SA8775P | QNN | 42.33 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
85
+ | TrOCREncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 60.378 ms | 7 - 67 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
86
+ | TrOCREncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 64.062 ms | 2 - 64 MB | FP16 | NPU | Use Export Script |
87
+ | TrOCREncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 34.073 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
88
+ | TrOCREncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.772 ms | 51 - 51 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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  ## Installation
94
 
 
95
 
96
+ Install the package via pip:
97
  ```bash
98
  pip install "qai-hub-models[trocr]"
99
  ```
100
 
101
 
 
102
  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
103
 
104
  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
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  Device : Samsung Galaxy S23 (13)
151
  Runtime : TFLITE
152
  Estimated inference time (ms) : 2.2
153
+ Estimated peak memory usage (MB): [0, 351]
154
  Total # Ops : 399
155
  Compute Unit(s) : NPU (399 ops)
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  TrOCREncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 50.6
162
+ Estimated peak memory usage (MB): [7, 31]
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  Total # Ops : 591
164
  Compute Unit(s) : NPU (591 ops)
165
  ```
 
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  ## License
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+ * The license for the original implementation of TrOCR can be found
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+ [here](https://github.com/microsoft/unilm/blob/master/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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