Image: Kaggle competition pageKaggle · 2026
PhysioNet - Digitization of ECG Images
Extract the ECG time-series data from scans and photographs of paper printouts of the ECGs.
- Placements
- 6
- Teams
- 1,424
- Prize pool
- $50,000
Adoption evidence
Illustrative imagePhoto: Kindel Media on Pexels 
Classified public GitHub repositories549Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations26Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records4Released-package competition records tagged to this vertical.View evidence 
Verified Hugging Face artifacts19Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence
Vertical evidence
Albumentations evidence in Documents and OCR
Document understanding, OCR, handwriting, scene text, and layout analysis.
This page keeps broad public-source counts distinct from the named records below. They describe public evidence, not companies, customers, production deployments, or commercial licenses.
Classified public GitHub repositories549Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations26Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records4Released-package competition records tagged to this vertical.View evidence Verified Hugging Face artifacts19Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence ML competitions
Winning solutions in Documents and OCR
Each competition keeps placement-level public sources and a source image linked back to the competition provider.
Image: Kaggle competition page
Image: Kaggle competition pageKaggle · 2023
Benetech - Making Graphs Accessible
Use ML to create tabular data from graphs
- Placements
- 3
- Teams
- 608
- Prize pool
- $50,000
Kaggle · 2021
Bristol-Myers Squibb – Molecular Translation
Can you translate chemical images to text?
- Placements
- 1
- Teams
- 874
- Prize pool
- $50,000
Named public records
Inspect the evidence itself
These records are curated examples from the detailed snapshot. Their count can be lower than the broader source count above because the sources are collected and refreshed independently.
Exact public-code imports
Each named record identifies the context of an exact import. An import can appear in source, an example, a test, documentation, or a notebook.
2
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Import in source
open-mmlab/playgroundA central hub for gathering and showcasing amazing projects that extend OpenMMLab with SAM and other exciting features.
Import in source
PaddleOCROCR and document-analysis toolkit.
Research citations
A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.
26
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Published 2022
A First Look at Dataset Bias in License Plate Recognition20 citations to this work.
Published 2023
Augraphy: A Data Augmentation Library for Document Images18 citations to this work.
Published 2020
A Modular Region and Text Line Layout Analysis System16 citations to this work.
Published 2021
Offline Bangla Handwritten Text Recognition: A Comprehensive Study of Various Deep Learning Approaches10 citations to this work.
Published 2023
Image classification for historical documents: a study on Chinese local gazetteers8 citations to this work.
Published 2021
Light-Weight Document Image Cleanup Using Perceptual Loss6 citations to this work.
Published 2023
Explainable Connectionist-Temporal-Classification-Based Scene Text Recognition5 citations to this work.
Published 2022
ChaCo: Character Contrastive Learning for Handwritten Text Recognition4 citations to this work.
Published 2025
Smashcima: Full-Page Handwritten Music Document Synthesizer4 citations to this work.
Published 2025
Advancing Multinational License Plate Recognition Through Synthetic and Real Data Fusion: A Comprehensive Evaluation3 citations to this work.
Published 2021
End-to-End Optical Character Recognition for Bengali Handwritten Words3 citations to this work.
Published 2025
A CNN-RNN hybrid approach for Polish license plate recognition: Harnessing transfer learning and real-world validation3 citations to this work.
Published 2024
Augmenting parametric data synthesis with 3D simulation for OCR on Old Turkic runiform inscriptions: A case study of the Kül Tegin inscription3 citations to this work.
Published 2023
A multifaceted evaluation of representation of graphemes for practically effective Bangla OCR2 citations to this work.
Published 2021
OCR-based Inventory Management Algorithms Robust to Damaged Images2 citations to this work.
Published 2024
Document Image Script Identification using Deep Network2 citations to this work.
Published 2024
CMViT OCR: printed Indian language recognition using CMViT2 citations to this work.
Published 2023
Enhancing Scene Text Segmentation through Subtask Decomposition1 citations to this work.
Published 2026
CURIO: Curvature-Aligned and Efficient OCR for Low-Resource Historical Manuscripts1 citations to this work.
Published 2025
Handwritten Character Image Generation for Effective Data Augmentation1 citations to this work.
Published 2023
Instance Segmentation of Handwritten Text on Historical Document Images Using Deep Learning Approaches0 citations to this work.
Published 2024
DELINE8K: A Synthetic Data Pipeline for the Semantic Segmentation of Historical Documents0 citations to this work.
Published 2026
A hybrid framework for pill identification using convolutional neural networks and optical character recognition0 citations to this work.
Published 2025
BanGaNet: A Lightweight Deep Learning Framework for Bangla Handwritten Text Recognition0 citations to this work.
Published 2026
myNRC-OCR: A Hybrid OCR Framework for Handwritten Myanmar NRCs Integrating YOLOv8, Tesseract LSTM, TrOCR, and Post-OCR Correction0 citations to this work.
Published 2025
Data Augmentation Pipeline for Text Recognition of Laser-Etched Serial Number Images0 citations to this work.
Verified Hugging Face artifacts
Each record has public code-use or runtime-dependency evidence. Reference-only cards are not shown here.
19
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Verified runtime dependency · Hugging Face model
nvidia/NVIDIA-Nemotron-Parse-v1.2232,066 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
nvidia/NVIDIA-Nemotron-Parse-v1.1-TC270 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
obversarystudios/NVIDIA-Nemotron-Parse-v1.218 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
ObversaryStudiosOrg/NVIDIA-Nemotron-Parse-v1.212 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
sassoftware/NVIDIA-Nemotron-Parse-v1.29 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
beaupi/NVIDIA-Nemotron-Parse-v1.2-oQ66 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
beaupi/NVIDIA-Nemotron-Parse-v1.2-oQ86 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
richtext/NVIDIA-Nemotron-Parse-v1.16 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
BEE-spoke-data/NVIDIA-Nemotron-Parse-v1.25 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face model
machinadeusex/NVIDIA-Nemotron-Parse-v1.24 public downloads · dependency manifest in README.md
Verified runtime dependency · Hugging Face space
innkl24/panyatai-ocr-demo0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
innkl24/Shan_Studio_App_Final0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
innkl24/shan-ocr-api0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
innkl24/shan-ocr-studio0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Jaheer415/Palm_Leaf_Text_Segmentation_UNet__EfficientNet-B40 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
KyoritsuNMAMIT/Breaker_Spec_verification0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
phyloforfun/VoucherVision0 public downloads · python ast import in vouchervision/component_detector/utils/augmentations.py
Verified runtime dependency · Hugging Face space
thanhson28/esl_ocr0 public downloads · dependency manifest in utils/augmentations.py
Verified runtime dependency · Hugging Face space
zenitsu09/yolo-crnn-plate-Recognition0 public downloads · python ast import in app.py