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Co-authored-by: ProcessVenue <processvenue@users.noreply.huggingface.co>

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+ ---
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+ license: mit
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+ task_categories:
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+ - image-classification
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+ - image-to-text
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+ - image-feature-extraction
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+ tags:
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+ - handwriting-recognition
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+ - OCR
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+ - Marathi
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+ - image-processing
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+ - deep-learning
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+ - computer-vision
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+ pretty_name: Marathi Handwritten OCR
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+ size_categories:
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+ - 1K<n<10K
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+ language:
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+ - mr
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+ ---
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+
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+ # Dataset Card for Marathi Handwritten OCR Dataset
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+
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+ ### Dataset Description
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+
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+ - **Repository:** processvenue/Marathi_Handwritten
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+ - **Total Examples:** 2520
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+ - **Splits:**
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+ - train: 2016 examples
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+ - validation: 504 examples
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+ - **Features:** image, id, filename, label, type
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+ - **Size:** 2520 images
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+ - **Language:** mr
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+ - **License:** mit
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+
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+ ### Dataset Summary
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+
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+ The Marathi Handwritten Text Dataset is a collection of handwritten text images in Marathi (देवनागरी लिपी),
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+ aimed at supporting the development of Optical Character Recognition (OCR) systems, handwriting analysis tools,
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+ and language research.The dataset was curated from native Marathi speakers to ensure a variety of handwriting styles and character variations.
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+ The dataset contains 2520 images with two categories:
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+ - बाराखडी (Barakhadi/syllables): 560 characters
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+ - शब्द (Words): 1949 words
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+ - Image Format: PNG
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+ - Label Format: Text file
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+ - Image Dimensions: 115x57 OR 114x58 pixels
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+ - Storage Format: Parquet (Hugging Face)
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+
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+ Language Statistics:
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+ - Marathi is the third most spoken language in India
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+ - Approximately 83 million speakers (7% of India's population)
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+ - Official language of Maharashtra
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+ - One of the 22 scheduled languages of India
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+
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+ Applications
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+ 1. OCR Development
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+ - Handwriting recognition systems
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+ - Document digitization
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+ - Text extraction tools
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+
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+ 2. Educational Tools
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+ - Language learning applications
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+ - Writing practice systems
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+ - Digital literacy programs
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+
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+ 3. Research Applications
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+ - Script analysis
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+ - Language processing
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+ - Pattern recognition studies
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+
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+
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+ ### Data Fields
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+
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+ - `image`: Image feature (PIL Image)
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+ - `id`: Feature field
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+ - `filename`: Feature field
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+ - `label`: Feature field
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+ - `type`: Feature field
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+
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+ ### Dataset Creation
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+
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+ The dataset was created through careful curation of handwritten samples from native Marathi speakers.
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+ The dataset includes both character-level (syllables) and word-level annotations.
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+ Contributors were provided with pre-written text designed to capture:
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+ - Common character variations
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+ - Diverse writing styles
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+ - Standard word formations
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+ - Typical punctuation usage
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+
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+ The images were carefully processed and stored in PNG format, while metadata and labels were structured
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+ in a Parquet file format.
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+
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+
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+ ### Usage Example
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+
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+ ```python
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+ from datasets import load_dataset
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+ import matplotlib.pyplot as plt
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+
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+ # Load the dataset
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+ dataset = load_dataset("processvenue/Marathi_Handwritten")
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+
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+ # Get an example from train split
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+ example = dataset['train'][0]
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+
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+ # Display the image
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+ plt.figure(figsize=(5, 5))
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+ plt.imshow(example['image'])
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+ plt.title(f"Sample Image")
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+ plt.axis('off')
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+ plt.show()
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+ ```
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+
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+ ### Citation
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+
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+ If you use this dataset in your research, please cite:
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+
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+ ```
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+ @misc{sanskrit-ocr-dataset,
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+ title = {Sanskrit OCR Dataset},
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+ author = {ProcessVenue},
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+ year = {2024},
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+ publisher = {HuggingFace},
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+ url = {https://huggingface.co/datasets/processvenue/Sanskrit-OCR-Dataset},
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+ organization = {ProcessVenue},
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+ contact = {sales@processvenue.com},
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+ Website = {https://www.processvenue.com/}
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+ }
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+ ```
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+
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+
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+ ### References
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+
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+ ```
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+ @misc{Sarode_Marathi_Handwritten_Text,
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+ author = {Hrushikesh Sarode},
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+ title = {Marathi Handwritten Text Dataset},
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+ year = {n.d.},
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+ url = {https://www.kaggle.com/datasets/hrushikeshsarode/marathi-handwritten-text-dataset},
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+ note = {Accessed: February 12, 2025}
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+ }
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+ ```
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