v0.56.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.
- README.md +81 -79
- release_assets.json +6 -6
README.md
CHANGED
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@@ -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.
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.
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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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@@ -60,82 +60,84 @@ See our repository for [TrOCR on GitHub](https://github.com/qualcomm/ai-hub-mode
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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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| decoder | ONNX | float | Snapdragon®
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| decoder | ONNX | float | Snapdragon®
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| decoder | ONNX | float | Snapdragon®
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| decoder | ONNX | float | Snapdragon® 8 Gen
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| decoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.
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| decoder | ONNX | float |
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| decoder | ONNX | float |
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| decoder | ONNX | float |
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| decoder | ONNX | float | Qualcomm®
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| decoder |
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| decoder |
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| decoder | QNN_DLC | float | Snapdragon®
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| decoder | QNN_DLC | float | Snapdragon®
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| decoder | QNN_DLC | float |
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| decoder | QNN_DLC | float |
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| decoder | QNN_DLC | float | Qualcomm®
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| decoder | QNN_DLC | float | Qualcomm®
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| decoder | QNN_DLC | float | Qualcomm®
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| decoder | QNN_DLC | float |
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| decoder | QNN_DLC | float | Qualcomm®
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| decoder | QNN_DLC | float |
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| decoder | QNN_DLC | float |
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| decoder | QNN_DLC | float | Qualcomm® QCS9075 | 2.
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| decoder | QNN_DLC | float | Qualcomm® QCS8750 | 1.
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| decoder | QNN_DLC | float | Qualcomm® QCS7181 | 2.
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| 88 |
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| decoder | TFLITE | float | Snapdragon® 8
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| 89 |
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| decoder | TFLITE | float | Snapdragon® 8 Gen
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| decoder | TFLITE | float | Qualcomm® QCS8275 | 4.
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| 91 |
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| decoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.
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| 92 |
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| decoder | TFLITE | float | Qualcomm® SA8775P |
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| 93 |
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| decoder | TFLITE | float | Qualcomm® SA8650P |
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| 94 |
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| decoder | TFLITE | float | Qualcomm® SA8255P |
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| decoder | TFLITE | float | Qualcomm® QCS8450
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| 96 |
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| decoder | TFLITE | float |
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| 97 |
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| decoder | TFLITE | float | Qualcomm® SA8295P | 2.
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| decoder | TFLITE | float | Snapdragon® 8 Elite
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| decoder | TFLITE | float | Qualcomm®
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| 100 |
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| decoder | TFLITE | float | Qualcomm®
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| encoder | ONNX | float | Snapdragon® X2 Elite |
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| encoder | ONNX | float | Snapdragon® X Elite | 11.
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| 104 |
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| encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 7.
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| 105 |
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| encoder | ONNX | float |
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| 106 |
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| encoder | ONNX | float |
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| encoder | ONNX | float | Qualcomm®
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| encoder | ONNX | float |
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| encoder | ONNX | float |
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-
| encoder |
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| encoder |
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| encoder |
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| encoder | QNN_DLC | float | Snapdragon®
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| encoder | QNN_DLC | float |
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| encoder | QNN_DLC | float |
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| 116 |
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| encoder | QNN_DLC | float |
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| encoder | QNN_DLC | float | Qualcomm®
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| 118 |
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| encoder | QNN_DLC | float | Qualcomm®
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| 119 |
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| encoder | QNN_DLC | float | Qualcomm® QCS8450
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| 120 |
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| encoder | QNN_DLC | float |
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| encoder | QNN_DLC | float | Qualcomm® SA8295P | 19.
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| 122 |
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| encoder | QNN_DLC | float | Snapdragon® 8 Elite
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| encoder | QNN_DLC | float | Qualcomm®
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| 124 |
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| encoder | QNN_DLC | float | Qualcomm®
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| 125 |
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| encoder | QNN_DLC | float | Qualcomm®
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| 126 |
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| encoder |
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| encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 7.705 ms |
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| encoder | TFLITE | float |
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| encoder | TFLITE | float | Qualcomm®
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| 130 |
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| encoder | TFLITE | float | Qualcomm®
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| encoder | TFLITE | float | Qualcomm®
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| encoder | TFLITE | float | Qualcomm®
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| encoder | TFLITE | float | Qualcomm®
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| encoder | TFLITE | float | Qualcomm®
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| encoder | TFLITE | float |
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| encoder | TFLITE | float |
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| encoder | TFLITE | float |
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| encoder | TFLITE | float | Qualcomm®
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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 |
|---|---|---|---|---|
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| 30 |
+
| ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.56.0/trocr-onnx-float.zip)
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.56.0/trocr-qnn_dlc-float.zip)
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.56.0/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
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| 61 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 62 |
|---|---|---|---|---|---|---
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| 63 |
+
| decoder | ONNX | float | Snapdragon® X2 Elite | 1.27 ms | 205 - 205 MB | NPU
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| decoder | ONNX | float | Snapdragon® X Elite | 2.106 ms | 174 - 174 MB | NPU
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| decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.5 ms | 0 - 272 MB | NPU
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| decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 2.738 ms | 1 - 209 MB | NPU
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| decoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.124 ms | 1 - 4 MB | NPU
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| decoder | ONNX | float | Qualcomm® QCS8450 | 2.738 ms | 1 - 209 MB | NPU
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| decoder | ONNX | float | Snapdragon® 8 Elite Mobile | 1.302 ms | 0 - 192 MB | NPU
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| decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.206 ms | 1 - 173 MB | NPU
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| decoder | ONNX | float | Qualcomm® QCS9075 | 2.684 ms | 7 - 51 MB | NPU
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| decoder | ONNX | float | Qualcomm® QCS8750 | 1.302 ms | 0 - 192 MB | NPU
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| decoder | ONNX | float | Qualcomm® QCS7181 | 2.106 ms | 174 - 174 MB | NPU
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| decoder | QNN_DLC | float | Snapdragon® X2 Elite | 1.636 ms | 7 - 7 MB | NPU
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| decoder | QNN_DLC | float | Snapdragon® X Elite | 2.229 ms | 7 - 7 MB | NPU
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| decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.367 ms | 0 - 274 MB | NPU
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| decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 2.663 ms | 2 - 217 MB | NPU
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| decoder | QNN_DLC | float | Qualcomm® QCS8275 | 4.237 ms | 5 - 105 MB | NPU
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| decoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.025 ms | 3 - 174 MB | NPU
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| decoder | QNN_DLC | float | Qualcomm® QCS8450 | 2.663 ms | 2 - 217 MB | NPU
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| decoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.237 ms | 0 - 187 MB | NPU
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| decoder | QNN_DLC | float | Qualcomm® SA8295P | 2.606 ms | 7 - 49 MB | NPU
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| decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.164 ms | 1 - 173 MB | NPU
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| decoder | QNN_DLC | float | Qualcomm® SA7255P | 4.237 ms | 5 - 105 MB | NPU
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| decoder | QNN_DLC | float | Qualcomm® QCS9075 | 2.573 ms | 7 - 16 MB | NPU
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| decoder | QNN_DLC | float | Qualcomm® QCS8750 | 1.237 ms | 0 - 187 MB | NPU
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| 87 |
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| decoder | QNN_DLC | float | Qualcomm® QCS7181 | 2.229 ms | 7 - 7 MB | NPU
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| decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.381 ms | 0 - 280 MB | NPU
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| decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 2.439 ms | 0 - 217 MB | NPU
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| decoder | TFLITE | float | Qualcomm® QCS8275 | 4.249 ms | 0 - 104 MB | NPU
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| 91 |
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| decoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.987 ms | 0 - 2 MB | NPU
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| decoder | TFLITE | float | Qualcomm® SA8775P | 8.85 ms | 7 - 25 MB | GPU
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| 93 |
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| decoder | TFLITE | float | Qualcomm® SA8650P | 8.85 ms | 7 - 25 MB | GPU
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| 94 |
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| decoder | TFLITE | float | Qualcomm® SA8255P | 8.85 ms | 7 - 25 MB | GPU
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| 95 |
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| decoder | TFLITE | float | Qualcomm® QCS8450 | 2.439 ms | 0 - 217 MB | NPU
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| 96 |
+
| decoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.237 ms | 0 - 189 MB | NPU
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| 97 |
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| decoder | TFLITE | float | Qualcomm® SA8295P | 2.666 ms | 0 - 42 MB | NPU
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| 98 |
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| decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.145 ms | 0 - 175 MB | NPU
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| decoder | TFLITE | float | Qualcomm® SA7255P | 4.249 ms | 0 - 104 MB | NPU
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| decoder | TFLITE | float | Qualcomm® QCS9075 | 2.581 ms | 0 - 83 MB | NPU
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| decoder | TFLITE | float | Qualcomm® QCS8750 | 1.237 ms | 0 - 189 MB | NPU
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| 102 |
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| encoder | ONNX | float | Snapdragon® X2 Elite | 5.484 ms | 211 - 211 MB | NPU
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| 103 |
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| encoder | ONNX | float | Snapdragon® X Elite | 11.431 ms | 180 - 180 MB | NPU
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| 104 |
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| encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 7.839 ms | 16 - 205 MB | NPU
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| encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 20.027 ms | 16 - 322 MB | NPU
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| 106 |
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| encoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 10.915 ms | 0 - 59 MB | NPU
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| 107 |
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| encoder | ONNX | float | Qualcomm® QCS8450 | 20.027 ms | 16 - 322 MB | NPU
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| 108 |
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| encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 5.294 ms | 16 - 141 MB | NPU
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| 109 |
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| encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.13 ms | 2 - 124 MB | NPU
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| encoder | ONNX | float | Qualcomm® QCS9075 | 14.176 ms | 15 - 60 MB | NPU
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+
| encoder | ONNX | float | Qualcomm® QCS8750 | 5.294 ms | 16 - 141 MB | NPU
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| encoder | ONNX | float | Qualcomm® QCS7181 | 11.431 ms | 180 - 180 MB | NPU
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| 113 |
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| encoder | QNN_DLC | float | Snapdragon® X2 Elite | 5.178 ms | 2 - 2 MB | NPU
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| encoder | QNN_DLC | float | Snapdragon® X Elite | 12.181 ms | 2 - 2 MB | NPU
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| 115 |
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| encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 8.016 ms | 0 - 190 MB | NPU
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| encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 19.436 ms | 0 - 306 MB | NPU
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+
| encoder | QNN_DLC | float | Qualcomm® QCS8275 | 37.03 ms | 2 - 107 MB | NPU
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| encoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 11.295 ms | 2 - 170 MB | NPU
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| encoder | QNN_DLC | float | Qualcomm® QCS8450 | 19.436 ms | 0 - 306 MB | NPU
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| encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 5.448 ms | 2 - 113 MB | NPU
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| encoder | QNN_DLC | float | Qualcomm® SA8295P | 19.688 ms | 2 - 233 MB | NPU
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| encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.328 ms | 2 - 116 MB | NPU
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| encoder | QNN_DLC | float | Qualcomm® SA7255P | 37.03 ms | 2 - 107 MB | NPU
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| encoder | QNN_DLC | float | Qualcomm® QCS9075 | 15.108 ms | 2 - 12 MB | NPU
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| 125 |
+
| encoder | QNN_DLC | float | Qualcomm® QCS8750 | 5.448 ms | 2 - 113 MB | NPU
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| 126 |
+
| encoder | QNN_DLC | float | Qualcomm® QCS7181 | 12.181 ms | 2 - 2 MB | NPU
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| 127 |
+
| encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 7.705 ms | 3 - 195 MB | NPU
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+
| encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 19.541 ms | 7 - 311 MB | NPU
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| 129 |
+
| encoder | TFLITE | float | Qualcomm® QCS8275 | 36.805 ms | 7 - 119 MB | NPU
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| 130 |
+
| encoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 10.741 ms | 7 - 9 MB | NPU
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| 131 |
+
| encoder | TFLITE | float | Qualcomm® SA8775P | 122.908 ms | 6 - 34 MB | GPU
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| 132 |
+
| encoder | TFLITE | float | Qualcomm® SA8650P | 122.908 ms | 6 - 34 MB | GPU
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| 133 |
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| encoder | TFLITE | float | Qualcomm® SA8255P | 122.908 ms | 6 - 34 MB | GPU
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| encoder | TFLITE | float | Qualcomm® QCS8450 | 19.541 ms | 7 - 311 MB | NPU
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| 135 |
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| encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 5.202 ms | 6 - 118 MB | NPU
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| encoder | TFLITE | float | Qualcomm® SA8295P | 19.12 ms | 7 - 236 MB | NPU
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| encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.102 ms | 0 - 105 MB | NPU
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| encoder | TFLITE | float | Qualcomm® SA7255P | 36.805 ms | 7 - 119 MB | NPU
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| 139 |
+
| encoder | TFLITE | float | Qualcomm® QCS9075 | 13.921 ms | 5 - 65 MB | NPU
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| 140 |
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| encoder | TFLITE | float | Qualcomm® QCS8750 | 5.202 ms | 6 - 118 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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release_assets.json
CHANGED
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@@ -1,27 +1,27 @@
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{
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-
"version": "0.
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"precisions": {
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"float": {
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"universal_assets": {
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"tflite": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327",
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-
"litert": "1.4.
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},
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-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.
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},
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"qnn_dlc": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.
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},
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"onnx": {
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"tool_versions": {
|
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-
"qairt": "2.
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"onnx_runtime": "1.25.0"
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},
|
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-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.
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}
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| 26 |
}
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}
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{
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+
"version": "0.56.0",
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"precisions": {
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"float": {
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"universal_assets": {
|
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"tflite": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327",
|
| 9 |
+
"litert": "1.4.4"
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| 10 |
},
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| 11 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.56.0/trocr-tflite-float.zip"
|
| 12 |
},
|
| 13 |
"qnn_dlc": {
|
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"tool_versions": {
|
| 15 |
"qairt": "2.45.0.260326154327"
|
| 16 |
},
|
| 17 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.56.0/trocr-qnn_dlc-float.zip"
|
| 18 |
},
|
| 19 |
"onnx": {
|
| 20 |
"tool_versions": {
|
| 21 |
+
"qairt": "2.45.0.260326154327",
|
| 22 |
"onnx_runtime": "1.25.0"
|
| 23 |
},
|
| 24 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/trocr/releases/v0.56.0/trocr-onnx-float.zip"
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| 25 |
}
|
| 26 |
}
|
| 27 |
}
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