EasyOCR / README.md

v0.61.0

0f17c42 verified about 9 hours ago

17.5 kB

	---
	library_name: pytorch
	license: apache-2.0
	tags:
	- android
	pipeline_tag: image-to-text

	---

	![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/web-assets/model_demo.png)

	# 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](https://github.com/JaidedAI/EasyOCR).
	This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/easyocr) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

	Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) 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 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.61.0/easyocr-onnx-float.zip)
	\| ONNX \| w8a8 \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.61.0/easyocr-onnx-w8a8.zip)
	\| QNN_DLC \| float \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.61.0/easyocr-qnn_dlc-float.zip)
	\| TFLITE \| float \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.61.0/easyocr-tflite-float.zip)
	\| TFLITE \| w8a8 \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.61.0/easyocr-tflite-w8a8.zip)

	For more device-specific assets and performance metrics, visit [EasyOCR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/easyocr).


	### Option 2: Export with Custom Configurations

	Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/easyocr) 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](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/easyocr) for usage instructions.

	## Model Details

	Model Type: Model_use_case.image_to_text

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

	## Performance Summary
	\| Model \| Runtime \| Precision \| Chipset \| Inference Time (ms) \| Peak Memory Range (MB) \| Primary Compute Unit
	\|---\|---\|---\|---\|---\|---\|---
	\| detector \| ONNX \| float \| Snapdragon® X2 Elite \| 20.052 ms \| 7 - 7 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® X Elite \| 38.16 ms \| 35 - 35 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 27.816 ms \| 3 - 233 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 77.501 ms \| 8 - 245 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 78.009 ms \| 6 - 15 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 37.746 ms \| 0 - 359 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® QCS8450 \| 77.501 ms \| 8 - 245 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 68.486 ms \| 5 - 14 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 38.16 ms \| 35 - 35 MB \| NPU
	\| detector \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 22.236 ms \| 3 - 169 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Elite Mobile \| 22.236 ms \| 3 - 169 MB \| NPU
	\| detector \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 16.425 ms \| 3 - 172 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Snapdragon® X2 Elite \| 6.735 ms \| 1 - 1 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Snapdragon® X Elite \| 13.635 ms \| 19 - 19 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 9.707 ms \| 2 - 215 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 19.931 ms \| 2 - 216 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 15.232 ms \| 1 - 5 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 13.004 ms \| 0 - 256 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Qualcomm® QCS8450 \| 19.931 ms \| 2 - 216 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 13.767 ms \| 1 - 4 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-X7181 \| 13.635 ms \| 19 - 19 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 7.843 ms \| 2 - 163 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Snapdragon® 8 Elite Mobile \| 7.843 ms \| 2 - 163 MB \| NPU
	\| detector \| ONNX \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 5.342 ms \| 0 - 166 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® X2 Elite \| 20.738 ms \| 6 - 6 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® X Elite \| 39.524 ms \| 6 - 6 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 28.057 ms \| 6 - 236 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 80.858 ms \| 6 - 257 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 76.838 ms \| 6 - 14 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 269.307 ms \| 0 - 170 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 37.843 ms \| 6 - 7 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8775P \| 67.966 ms \| 0 - 170 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8650P \| 67.966 ms \| 0 - 170 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8255P \| 67.966 ms \| 0 - 170 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 80.858 ms \| 6 - 257 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 67.921 ms \| 6 - 14 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 39.524 ms \| 6 - 6 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 21.903 ms \| 0 - 165 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA7255P \| 269.307 ms \| 0 - 170 MB \| NPU
	\| detector \| QNN_DLC \| float \| Qualcomm® SA8295P \| 77.669 ms \| 0 - 185 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Elite Mobile \| 21.903 ms \| 0 - 165 MB \| NPU
	\| detector \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 16.798 ms \| 6 - 185 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 28.125 ms \| 1 - 259 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 80.435 ms \| 1 - 286 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 76.843 ms \| 0 - 49 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 269.473 ms \| 1 - 175 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 38.465 ms \| 1 - 3 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8775P \| 68.01 ms \| 1 - 175 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8650P \| 68.01 ms \| 1 - 175 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8255P \| 68.01 ms \| 1 - 175 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® QCS8450 \| 80.435 ms \| 1 - 286 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 67.977 ms \| 0 - 49 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 22.001 ms \| 1 - 172 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA7255P \| 269.473 ms \| 1 - 175 MB \| NPU
	\| detector \| TFLITE \| float \| Qualcomm® SA8295P \| 73.876 ms \| 1 - 186 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Elite Mobile \| 22.001 ms \| 1 - 172 MB \| NPU
	\| detector \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 16.55 ms \| 1 - 184 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 7.151 ms \| 0 - 210 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 14.625 ms \| 0 - 210 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 61.169 ms \| 0 - 24 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 11.203 ms \| 0 - 25 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 35.812 ms \| 0 - 154 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 9.479 ms \| 0 - 3 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® SA8775P \| 10.093 ms \| 0 - 158 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® SA8650P \| 10.093 ms \| 0 - 158 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® SA8255P \| 10.093 ms \| 0 - 158 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® QCS8450 \| 14.625 ms \| 0 - 210 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 9.779 ms \| 0 - 24 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-6690 \| 246.311 ms \| 0 - 208 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-7790 \| 18.863 ms \| 0 - 173 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 5.773 ms \| 0 - 159 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® SA7255P \| 35.812 ms \| 0 - 154 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Qualcomm® SA8295P \| 19.006 ms \| 0 - 152 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Mobile \| 5.773 ms \| 0 - 159 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 4.543 ms \| 0 - 160 MB \| NPU
	\| detector \| TFLITE \| w8a8 \| Snapdragon® 7 Gen 4 Mobile \| 18.863 ms \| 0 - 173 MB \| NPU
	\| recognizer \| ONNX \| float \| Snapdragon® X2 Elite \| 12.874 ms \| 1 - 1 MB \| NPU
	\| recognizer \| ONNX \| float \| Snapdragon® X Elite \| 20.346 ms \| 11 - 11 MB \| NPU
	\| recognizer \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 16.364 ms \| 0 - 782 MB \| NPU
	\| recognizer \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 27.894 ms \| 1 - 345 MB \| NPU
	\| recognizer \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 23.126 ms \| 0 - 4 MB \| NPU
	\| recognizer \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 21.882 ms \| 0 - 16 MB \| NPU
	\| recognizer \| ONNX \| float \| Qualcomm® QCS8450 \| 27.894 ms \| 1 - 345 MB \| NPU
	\| recognizer \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 24.507 ms \| 0 - 3 MB \| NPU
	\| recognizer \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 20.346 ms \| 11 - 11 MB \| NPU
	\| recognizer \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 11.967 ms \| 0 - 659 MB \| NPU
	\| recognizer \| ONNX \| float \| Snapdragon® 8 Elite Mobile \| 11.967 ms \| 0 - 659 MB \| NPU
	\| recognizer \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 11.735 ms \| 0 - 791 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Snapdragon® X2 Elite \| 9.119 ms \| 1 - 1 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Snapdragon® X Elite \| 10.585 ms \| 10 - 10 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 7.983 ms \| 0 - 801 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 15.642 ms \| 0 - 353 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 12.023 ms \| 0 - 4 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 10.605 ms \| 0 - 340 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Qualcomm® QCS8450 \| 15.642 ms \| 0 - 353 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 11.488 ms \| 0 - 3 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-X7181 \| 10.585 ms \| 10 - 10 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 7.57 ms \| 0 - 667 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Snapdragon® 8 Elite Mobile \| 7.57 ms \| 0 - 667 MB \| NPU
	\| recognizer \| ONNX \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 8.154 ms \| 0 - 810 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Snapdragon® X2 Elite \| 12.918 ms \| 0 - 0 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Snapdragon® X Elite \| 20.697 ms \| 0 - 0 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 16.663 ms \| 0 - 862 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 28.544 ms \| 0 - 410 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 23.721 ms \| 0 - 3 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 57.632 ms \| 0 - 696 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 21.918 ms \| 0 - 4 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® SA8775P \| 25.824 ms \| 0 - 703 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® SA8650P \| 25.824 ms \| 0 - 703 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® SA8255P \| 25.824 ms \| 0 - 703 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 28.544 ms \| 0 - 410 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 24.572 ms \| 0 - 2 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 20.697 ms \| 0 - 0 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 12.113 ms \| 0 - 707 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® SA7255P \| 57.632 ms \| 0 - 696 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Qualcomm® SA8295P \| 32.188 ms \| 0 - 341 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Snapdragon® 8 Elite Mobile \| 12.113 ms \| 0 - 707 MB \| NPU
	\| recognizer \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 11.44 ms \| 0 - 731 MB \| NPU
	\| recognizer \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 50.845 ms \| 23 - 32 MB \| CPU
	\| recognizer \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 75.676 ms \| 5 - 20 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 296.11 ms \| 4 - 33 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-8275 \| 173.643 ms \| 8 - 19 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 58.909 ms \| 7 - 8 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® SA8775P \| 98.81 ms \| 8 - 14 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® SA8650P \| 98.81 ms \| 8 - 14 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® SA8255P \| 98.81 ms \| 8 - 14 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® QCS8450 \| 75.676 ms \| 5 - 20 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 128.006 ms \| 4 - 33 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 43.781 ms \| 7 - 15 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® SA7255P \| 173.643 ms \| 8 - 19 MB \| CPU
	\| recognizer \| TFLITE \| float \| Qualcomm® SA8295P \| 71.349 ms \| 7 - 12 MB \| CPU
	\| recognizer \| TFLITE \| float \| Snapdragon® 8 Elite Mobile \| 43.781 ms \| 7 - 15 MB \| CPU
	\| recognizer \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 41.385 ms \| 9 - 18 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 31.093 ms \| 5 - 15 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 49.755 ms \| 1 - 12 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 170.532 ms \| 3 - 22 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 270.998 ms \| 3 - 21 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-8275 \| 141.819 ms \| 8 - 17 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 36.445 ms \| 4 - 28 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® SA8775P \| 71.757 ms \| 8 - 14 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® SA8650P \| 71.757 ms \| 8 - 14 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® SA8255P \| 71.757 ms \| 8 - 14 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® QCS8450 \| 49.755 ms \| 1 - 12 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 94.872 ms \| 3 - 22 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-6690 \| 78.811 ms \| 6 - 12 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-7790 \| 57.7 ms \| 8 - 15 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 29.963 ms \| 7 - 20 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® SA7255P \| 141.819 ms \| 8 - 17 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Qualcomm® SA8295P \| 51.434 ms \| 5 - 11 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Mobile \| 29.963 ms \| 7 - 20 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 40.043 ms \| 6 - 14 MB \| CPU
	\| recognizer \| TFLITE \| w8a8 \| Snapdragon® 7 Gen 4 Mobile \| 57.7 ms \| 8 - 15 MB \| CPU

	## License
	* The license for the original implementation of EasyOCR can be found
	[here](https://github.com/JaidedAI/EasyOCR/blob/master/LICENSE).

	## References
	* [Source Model Implementation](https://github.com/JaidedAI/EasyOCR)

	## Community
	* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
	* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).