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Dulu

Dulu is a small python library for doing OCR on image. Under the hood it uses florence model from microsoft, which is a state of the art vision model for many downstream tasks including OCR.

Installation

pip install dulu

Example Code

Here is a snippet of the code used in the notebook:

from dulu import OCR
from PIL import Image

# Load the image
image = Image.open("./sample_image.png")
image

# Initialize the OCR object
ocr = OCR()

# Recognize text without bounding boxes
text = ocr.recognize_text("./sample_image.png", bbox=False)
print(text)

# Recognize text with bounding boxes
text_with_bbox = ocr.recognize_text("./sample_image.png")
print(text_with_bbox)

List of models

Model Id Model size Model Description
Florence-2-base 0.23B Pretrained model with FLD-5B
Florence-2-large 0.77B Pretrained model with FLD-5B
Florence-2-base-ft 0.23B Finetuned model on a collection of downstream tasks
Florence-2-large-ft 0.77B Finetuned model on a collection of downstream tasks

By default we use Florence-2-base-ft model, you can over ride this with any other above in the list when instantiating OCR(model_name="microsoft/{model_id})

Acknowledgments

Release files for dulu 0.1.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for dulu 0.1.4
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dulu-0.1.4.tar.gz 292.2 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for dulu 0.1.4
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dulu-0.1.4-py3-none-any.whl Python 3 none any Details

Total release size: 300.0 kB

Release files / dulu-0.1.4.tar.gz

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Release files / dulu-0.1.4-py3-none-any.whl

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