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TrOCR

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@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: mit
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  tags:
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  - android
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  pipeline_tag: image-to-text
@@ -25,7 +25,7 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Image to text
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  - **Model Stats:**
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  - Model checkpoint: trocr-small-stage1
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  - Input resolution: 320x320
@@ -34,66 +34,66 @@ More details on model performance across various devices, can be found
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  - Number of parameters (TrOCRDecoder): 38.3M
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  - Model size (TrOCRDecoder): 146 MB
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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 | 2.061 ms | 0 - 30 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 | 2.1 ms | 1 - 26 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 | 2.719 ms | 0 - 234 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 | 1.475 ms | 0 - 130 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 | 1.552 ms | 0 - 133 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 | 2.063 ms | 0 - 135 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 | 1.367 ms | 0 - 60 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 | 1.241 ms | 1 - 63 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.674 ms | 7 - 155 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.onnx) |
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- | TrOCRDecoder | SA7255P ADP | SA7255P | TFLITE | 11.778 ms | 0 - 59 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
49
- | TrOCRDecoder | SA7255P ADP | SA7255P | QNN | 11.685 ms | 7 - 16 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.107 ms | 0 - 29 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
51
- | TrOCRDecoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.033 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
52
- | TrOCRDecoder | SA8295P ADP | SA8295P | TFLITE | 3.072 ms | 0 - 52 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | SA8295P ADP | SA8295P | QNN | 3.001 ms | 7 - 25 MB | FP16 | NPU | Use Export Script |
54
- | TrOCRDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.071 ms | 0 - 97 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
55
- | TrOCRDecoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.082 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
56
- | TrOCRDecoder | SA8775P ADP | SA8775P | TFLITE | 3.171 ms | 0 - 58 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | SA8775P ADP | SA8775P | QNN | 3.005 ms | 7 - 17 MB | FP16 | NPU | Use Export Script |
58
- | TrOCRDecoder | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 11.778 ms | 0 - 59 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 11.685 ms | 7 - 16 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.084 ms | 0 - 26 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.204 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.171 ms | 0 - 58 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.005 ms | 7 - 17 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.711 ms | 0 - 121 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCRDecoder.tflite) |
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- | TrOCRDecoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.838 ms | 4 - 126 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.183 ms | 7 - 7 MB | FP16 | NPU | Use Export Script |
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- | TrOCRDecoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.306 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 | 38.67 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 | 38.46 ms | 2 - 23 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 | 36.885 ms | 14 - 142 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 | 30.36 ms | 5 - 169 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 | 30.482 ms | 2 - 171 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 | 30.161 ms | 14 - 164 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 | 24.168 ms | 5 - 169 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 | 26.201 ms | 2 - 166 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 28.217 ms | 12 - 171 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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- | TrOCREncoder | SA7255P ADP | SA7255P | TFLITE | 256.471 ms | 7 - 170 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA7255P ADP | SA7255P | QNN | 247.564 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 39.462 ms | 7 - 35 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 36.844 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8295P ADP | SA8295P | TFLITE | 53.223 ms | 7 - 169 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8295P ADP | SA8295P | QNN | 50.12 ms | 2 - 19 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 39.025 ms | 7 - 27 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 36.915 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | SA8775P ADP | SA8775P | TFLITE | 47.642 ms | 7 - 169 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | SA8775P ADP | SA8775P | QNN | 42.601 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 256.471 ms | 7 - 170 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 247.564 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 38.604 ms | 7 - 35 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 36.951 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 47.642 ms | 7 - 169 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 42.601 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 48.968 ms | 7 - 172 MB | FP16 | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.tflite) |
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- | TrOCREncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 50.164 ms | 2 - 169 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 34.307 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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- | TrOCREncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.636 ms | 50 - 50 MB | FP16 | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCREncoder.onnx) |
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@@ -155,21 +155,21 @@ python -m qai_hub_models.models.trocr.export
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  Profiling Results
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  ------------------------------------------------------------
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  TrOCRDecoder
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 2.1
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- Estimated peak memory usage (MB): [0, 30]
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- Total # Ops : 399
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- Compute Unit(s) : NPU (399 ops)
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  ------------------------------------------------------------
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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) : 38.7
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- Estimated peak memory usage (MB): [7, 31]
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- Total # Ops : 591
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- Compute Unit(s) : NPU (591 ops)
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  ```
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1
  ---
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  library_name: pytorch
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+ license: other
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  tags:
5
  - android
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  pipeline_tag: image-to-text
 
25
 
26
  ### Model Details
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28
+ - **Model Type:** Model_use_case.image_to_text
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  - **Model Stats:**
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  - Model checkpoint: trocr-small-stage1
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  - Input resolution: 320x320
 
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  - Number of parameters (TrOCRDecoder): 38.3M
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  - Model size (TrOCRDecoder): 146 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | TrOCRDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.288 ms | 0 - 59 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.124 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.836 ms | 0 - 123 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.059 ms | 3 - 124 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.073 ms | 0 - 55 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.031 ms | 2 - 5 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.892 ms | 0 - 59 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.752 ms | 7 - 17 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.288 ms | 0 - 59 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.124 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.072 ms | 0 - 96 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.079 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.068 ms | 0 - 52 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.882 ms | 7 - 25 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.197 ms | 0 - 30 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.145 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.892 ms | 0 - 59 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.752 ms | 7 - 17 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.23 ms | 0 - 30 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.038 ms | 3 - 26 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.71 ms | 0 - 163 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.486 ms | 0 - 134 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.49 ms | 0 - 130 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.919 ms | 0 - 134 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.354 ms | 0 - 61 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.337 ms | 3 - 151 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.546 ms | 1 - 149 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCRDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.224 ms | 7 - 7 MB | NPU | Use Export Script |
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+ | TrOCRDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.3 ms | 68 - 68 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCREncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 78.907 ms | 0 - 157 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCREncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 73.772 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | TrOCREncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 53.469 ms | 7 - 168 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCREncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 63.778 ms | 2 - 148 MB | NPU | Use Export Script |
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+ | TrOCREncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 41.135 ms | 7 - 24 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
73
+ | TrOCREncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 38.704 ms | 2 - 5 MB | NPU | Use Export Script |
74
+ | TrOCREncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 42.573 ms | 7 - 164 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
75
+ | TrOCREncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 39.776 ms | 2 - 16 MB | NPU | Use Export Script |
76
+ | TrOCREncoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 78.907 ms | 0 - 157 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
77
+ | TrOCREncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 73.772 ms | 2 - 11 MB | NPU | Use Export Script |
78
+ | TrOCREncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 41.334 ms | 7 - 24 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
79
+ | TrOCREncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 39.461 ms | 2 - 4 MB | NPU | Use Export Script |
80
+ | TrOCREncoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 54.849 ms | 7 - 161 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
81
+ | TrOCREncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 51.112 ms | 2 - 20 MB | NPU | Use Export Script |
82
+ | TrOCREncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 41.325 ms | 7 - 26 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
83
+ | TrOCREncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 38.716 ms | 2 - 4 MB | NPU | Use Export Script |
84
+ | TrOCREncoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 42.573 ms | 7 - 164 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
85
+ | TrOCREncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 39.776 ms | 2 - 16 MB | NPU | Use Export Script |
86
+ | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 41.437 ms | 7 - 24 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
87
+ | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 39.122 ms | 2 - 33 MB | NPU | Use Export Script |
88
+ | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 40.949 ms | 14 - 138 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
89
+ | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 33.313 ms | 7 - 167 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
90
+ | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 31.253 ms | 2 - 151 MB | NPU | Use Export Script |
91
+ | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 30.905 ms | 14 - 169 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
92
+ | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 27.077 ms | 6 - 164 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
93
+ | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 26.667 ms | 2 - 153 MB | NPU | Use Export Script |
94
+ | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 28.45 ms | 12 - 175 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
95
+ | TrOCREncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.496 ms | 2 - 2 MB | NPU | Use Export Script |
96
+ | TrOCREncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.527 ms | 50 - 50 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
97
 
98
 
99
 
 
155
  Profiling Results
156
  ------------------------------------------------------------
157
  TrOCRDecoder
158
+ Device : cs_8275 (ANDROID 14)
159
+ Runtime : TFLITE
160
+ Estimated inference time (ms) : 4.3
161
+ Estimated peak memory usage (MB): [0, 59]
162
+ Total # Ops : 399
163
+ Compute Unit(s) : npu (399 ops) gpu (0 ops) cpu (0 ops)
164
 
165
  ------------------------------------------------------------
166
  TrOCREncoder
167
+ Device : cs_8275 (ANDROID 14)
168
+ Runtime : TFLITE
169
+ Estimated inference time (ms) : 78.9
170
+ Estimated peak memory usage (MB): [0, 157]
171
+ Total # Ops : 603
172
+ Compute Unit(s) : npu (603 ops) gpu (0 ops) cpu (0 ops)
173
  ```
174
 
175