Hugging Face's logo

qualcomm
/
EasyOCR

Image-to-Text
PyTorch
android
Model card Files
xet
Community
3

EasyOCR: Optimized for Qualcomm Devices

EasyOCR is a machine learning model that can recognize text in images. It supports 80+ supported languages and all popular writing scripts.

This is based on the implementation of EasyOCR found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime Precision Chipset SDK Versions Download
ONNX float Universal QAIRT 2.42, ONNX Runtime 1.24.1 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.24.1 Download
QNN_DLC float Universal QAIRT 2.43 Download
TFLITE float Universal QAIRT 2.43, TFLite 2.17.0 Download
TFLITE w8a8 Universal QAIRT 2.43, TFLite 2.17.0 Download

For more device-specific assets and performance metrics, visit EasyOCR on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for EasyOCR on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_to_text

Model Stats:

  • Model checkpoint: easyocr-small-stage1
  • Input resolution: 608x800
  • Number of parameters (EasyOCRDetector): 20.8M
  • Model size (EasyOCRDetector) (float): 79.2 MB
  • Number of parameters (EasyOCRRecognizer): 3.84M
  • Model size (EasyOCRRecognizer) (float): 14.7 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
EasyOCRDetector ONNX float Snapdragon® X2 Elite 19.991 ms 36 - 36 MB NPU
EasyOCRDetector ONNX float Snapdragon® X Elite 38.241 ms 35 - 35 MB NPU
EasyOCRDetector ONNX float Snapdragon® 8 Gen 3 Mobile 27.279 ms 8 - 248 MB NPU
EasyOCRDetector ONNX float Qualcomm® QCS8550 (Proxy) 36.972 ms 0 - 44 MB NPU
EasyOCRDetector ONNX float Snapdragon® 8 Elite For Galaxy Mobile 21.916 ms 2 - 168 MB NPU
EasyOCRDetector ONNX float Snapdragon® 8 Elite Gen 5 Mobile 16.145 ms 7 - 179 MB NPU
EasyOCRDetector ONNX w8a8 Snapdragon® X2 Elite 6.726 ms 20 - 20 MB NPU
EasyOCRDetector ONNX w8a8 Snapdragon® X Elite 13.688 ms 19 - 19 MB NPU
EasyOCRDetector ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 9.73 ms 2 - 215 MB NPU
EasyOCRDetector ONNX w8a8 Qualcomm® QCS6490 954.698 ms 224 - 243 MB CPU
EasyOCRDetector ONNX w8a8 Qualcomm® QCS8550 (Proxy) 13.099 ms 1 - 18 MB NPU
EasyOCRDetector ONNX w8a8 Qualcomm® QCM6690 928.703 ms 233 - 240 MB CPU
EasyOCRDetector ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 7.736 ms 1 - 160 MB NPU
EasyOCRDetector ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 917.411 ms 235 - 242 MB CPU
EasyOCRDetector ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 5.36 ms 0 - 162 MB NPU
EasyOCRDetector QNN_DLC float Snapdragon® X2 Elite 20.684 ms 6 - 6 MB NPU
EasyOCRDetector QNN_DLC float Snapdragon® X Elite 40.878 ms 6 - 6 MB NPU
EasyOCRDetector QNN_DLC float Snapdragon® 8 Gen 3 Mobile 28.785 ms 0 - 244 MB NPU
EasyOCRDetector QNN_DLC float Qualcomm® QCS8275 (Proxy) 274.911 ms 0 - 171 MB NPU
EasyOCRDetector QNN_DLC float Qualcomm® QCS8550 (Proxy) 39.424 ms 6 - 7 MB NPU
EasyOCRDetector QNN_DLC float Qualcomm® SA8775P 332.138 ms 1 - 170 MB NPU
EasyOCRDetector QNN_DLC float Qualcomm® QCS8450 (Proxy) 82.771 ms 6 - 263 MB NPU
EasyOCRDetector QNN_DLC float Qualcomm® SA7255P 274.911 ms 0 - 171 MB NPU
EasyOCRDetector QNN_DLC float Qualcomm® SA8295P 77.609 ms 0 - 183 MB NPU
EasyOCRDetector QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 22.49 ms 6 - 176 MB NPU
EasyOCRDetector QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 16.498 ms 6 - 183 MB NPU
EasyOCRDetector TFLITE float Snapdragon® 8 Gen 3 Mobile 28.558 ms 1 - 257 MB NPU
EasyOCRDetector TFLITE float Qualcomm® QCS8275 (Proxy) 275.022 ms 0 - 177 MB NPU
EasyOCRDetector TFLITE float Qualcomm® QCS8550 (Proxy) 39.682 ms 1 - 3 MB NPU
EasyOCRDetector TFLITE float Qualcomm® SA8775P 70.228 ms 1 - 179 MB NPU
EasyOCRDetector TFLITE float Qualcomm® QCS9075 75.434 ms 0 - 49 MB NPU
EasyOCRDetector TFLITE float Qualcomm® QCS8450 (Proxy) 82.821 ms 1 - 271 MB NPU
EasyOCRDetector TFLITE float Qualcomm® SA7255P 275.022 ms 0 - 177 MB NPU
EasyOCRDetector TFLITE float Qualcomm® SA8295P 73.803 ms 1 - 188 MB NPU
EasyOCRDetector TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 22.488 ms 1 - 178 MB NPU
EasyOCRDetector TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 16.557 ms 1 - 184 MB NPU
EasyOCRDetector TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 7.144 ms 0 - 213 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® QCS6490 51.336 ms 0 - 24 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 35.723 ms 0 - 155 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 9.489 ms 0 - 3 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® SA8775P 10.087 ms 0 - 156 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® QCS9075 11.696 ms 0 - 24 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® QCM6690 250.464 ms 0 - 208 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 14.681 ms 0 - 212 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® SA7255P 35.723 ms 0 - 155 MB NPU
EasyOCRDetector TFLITE w8a8 Qualcomm® SA8295P 18.907 ms 0 - 153 MB NPU
EasyOCRDetector TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 5.773 ms 0 - 158 MB NPU
EasyOCRDetector TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 19.014 ms 0 - 174 MB NPU
EasyOCRDetector TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 4.461 ms 0 - 158 MB NPU
EasyOCRRecognizer ONNX float Snapdragon® X2 Elite 11.986 ms 13 - 13 MB NPU
EasyOCRRecognizer ONNX float Snapdragon® X Elite 16.149 ms 10 - 10 MB NPU
EasyOCRRecognizer ONNX float Snapdragon® 8 Gen 3 Mobile 12.08 ms 0 - 765 MB NPU
EasyOCRRecognizer ONNX float Qualcomm® QCS8550 (Proxy) 16.575 ms 0 - 17 MB NPU
EasyOCRRecognizer ONNX float Snapdragon® 8 Elite For Galaxy Mobile 10.226 ms 0 - 640 MB NPU
EasyOCRRecognizer ONNX float Snapdragon® 8 Elite Gen 5 Mobile 10.464 ms 0 - 791 MB NPU
EasyOCRRecognizer ONNX w8a8 Snapdragon® X2 Elite 10.79 ms 14 - 14 MB NPU
EasyOCRRecognizer ONNX w8a8 Snapdragon® X Elite 12.259 ms 10 - 10 MB NPU
EasyOCRRecognizer ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 9.01 ms 2 - 883 MB NPU
EasyOCRRecognizer ONNX w8a8 Qualcomm® QCS6490 123.264 ms 20 - 24 MB CPU
EasyOCRRecognizer ONNX w8a8 Qualcomm® QCS8550 (Proxy) 11.985 ms 0 - 17 MB NPU
EasyOCRRecognizer ONNX w8a8 Qualcomm® QCM6690 54.941 ms 20 - 26 MB CPU
EasyOCRRecognizer ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 8.229 ms 2 - 718 MB NPU
EasyOCRRecognizer ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 40.802 ms 24 - 31 MB CPU
EasyOCRRecognizer ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 9.259 ms 1 - 871 MB NPU
EasyOCRRecognizer QNN_DLC float Snapdragon® X2 Elite 12.524 ms 0 - 0 MB NPU
EasyOCRRecognizer QNN_DLC float Snapdragon® X Elite 16.326 ms 0 - 0 MB NPU
EasyOCRRecognizer QNN_DLC float Snapdragon® 8 Gen 3 Mobile 12.432 ms 0 - 786 MB NPU
EasyOCRRecognizer QNN_DLC float Qualcomm® QCS8275 (Proxy) 47.95 ms 0 - 670 MB NPU
EasyOCRRecognizer QNN_DLC float Qualcomm® QCS8550 (Proxy) 16.474 ms 0 - 3 MB NPU
EasyOCRRecognizer QNN_DLC float Qualcomm® SA8775P 21.18 ms 0 - 672 MB NPU
EasyOCRRecognizer QNN_DLC float Qualcomm® QCS8450 (Proxy) 22.408 ms 0 - 405 MB NPU
EasyOCRRecognizer QNN_DLC float Qualcomm® SA7255P 47.95 ms 0 - 670 MB NPU
EasyOCRRecognizer QNN_DLC float Qualcomm® SA8295P 24.869 ms 0 - 338 MB NPU
EasyOCRRecognizer QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 10.492 ms 0 - 676 MB NPU
EasyOCRRecognizer QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 10.433 ms 0 - 722 MB NPU
EasyOCRRecognizer TFLITE float Snapdragon® 8 Gen 3 Mobile 76.253 ms 6 - 16 MB CPU
EasyOCRRecognizer TFLITE float Qualcomm® QCS8275 (Proxy) 351.204 ms 9 - 18 MB CPU
EasyOCRRecognizer TFLITE float Qualcomm® QCS8550 (Proxy) 80.389 ms 6 - 28 MB CPU
EasyOCRRecognizer TFLITE float Qualcomm® SA8775P 168.455 ms 10 - 15 MB CPU
EasyOCRRecognizer TFLITE float Qualcomm® QCS9075 135.872 ms 4 - 33 MB CPU
EasyOCRRecognizer TFLITE float Qualcomm® QCS8450 (Proxy) 86.028 ms 7 - 18 MB CPU
EasyOCRRecognizer TFLITE float Qualcomm® SA7255P 351.204 ms 9 - 18 MB CPU
EasyOCRRecognizer TFLITE float Qualcomm® SA8295P 123.163 ms 8 - 13 MB CPU
EasyOCRRecognizer TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 82.713 ms 7 - 15 MB CPU
EasyOCRRecognizer TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 52.822 ms 11 - 22 MB CPU
EasyOCRRecognizer TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 53.154 ms 5 - 15 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® QCS6490 143.292 ms 3 - 22 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 303.203 ms 2 - 11 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 57.33 ms 5 - 7 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® SA8775P 138.416 ms 8 - 13 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® QCS9075 109.985 ms 3 - 22 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® QCM6690 118.168 ms 8 - 14 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 61.66 ms 12 - 23 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® SA7255P 303.203 ms 2 - 11 MB CPU
EasyOCRRecognizer TFLITE w8a8 Qualcomm® SA8295P 95.953 ms 5 - 11 MB CPU
EasyOCRRecognizer TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 62.237 ms 8 - 17 MB CPU
EasyOCRRecognizer TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 95.03 ms 14 - 21 MB CPU
EasyOCRRecognizer TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 41.083 ms 9 - 21 MB CPU

License

  • The license for the original implementation of EasyOCR can be found here.

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Image-to-Text
This model isn't deployed by any Inference Provider. 🙋 3 Ask for provider support

Model tree for qualcomm/EasyOCR

Finetunes
1 model

Space using qualcomm/EasyOCR 1