> ## Documentation Index
> Fetch the complete documentation index at: https://docs.upsonic.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# EasyOCR

> Ready-to-use OCR with 80+ supported languages using deep learning models

## What is EasyOCR?

Ready-to-use OCR with 80+ supported languages using deep learning models. Best for multi-language support with high accuracy.

## Usage

```python theme={null}
from upsonic.ocr import OCR
from upsonic.ocr.layer_1.engines import EasyOCREngine
# Also available: from upsonic.ocr import EasyOCREngine

# Create engine instance
engine = EasyOCREngine(languages=['en'], gpu=True, rotation_fix=True)

# Create OCR orchestrator
ocr = OCR(layer_1_ocr_engine=engine)

# Extract text
text = ocr.get_text('document.pdf')
print(text)

# Get detailed results
result = ocr.process_file('image.png')
print(f"Confidence: {result.confidence:.2%}")
for block in result.blocks:
    print(f"Text: {block.text}, Confidence: {block.confidence:.2%}")
```

## Parameters

| Parameter              | Type       | Default  | Description                                   |
| ---------------------- | ---------- | -------- | --------------------------------------------- |
| `languages`            | List\[str] | `['en']` | List of language codes to detect              |
| `gpu`                  | bool       | `False`  | Enable GPU acceleration for faster processing |
| `rotation_fix`         | bool       | `False`  | Auto-detect and fix image rotation            |
| `enhance_contrast`     | bool       | `False`  | Enhance image contrast                        |
| `remove_noise`         | bool       | `False`  | Apply noise reduction                         |
| `confidence_threshold` | float      | `0.0`    | Minimum confidence for text blocks            |
| `paragraph`            | bool       | `False`  | Group text into paragraphs                    |
| `min_size`             | int        | `10`     | Minimum text region size                      |
| `text_threshold`       | float      | `0.7`    | Text detection threshold                      |

## Supported Languages

EasyOCR supports 80+ languages. You can find the full list of supported languages in the [EasyOCR repository](https://github.com/JaidedAI/EasyOCR).