A Faster LayoutReader Model based on LayoutLMv3, Sort OCR bboxes to reading order.
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Aug 15, 2025 - Python
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layoutlmv3
Here are 29 public repositories matching this topic...
Welcome to the LayoutLMv3 Fine-Tuning project! 🚀 This project focuses on extracting structured data from invoices and PDFs using LayoutLMv3, PaddleOCR, and Label Studio. The system extracts key fields like invoice number, date, vendor GSTIN, PAN, product description, rate, quantity, and amount.
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Jan 6, 2025 - Python
The MERIT Dataset is a fully synthetic, labeled dataset created for training and benchmarking LLMs on Visually Rich Document Understanding tasks. It is also designed to help detect biases and improve interpretability in LLMs, where we are actively working. This repository is actively maintained, and new features are continuously being added.
donut biases synthetic-dataset-generation layoutlm synthetic-dataset layoutxlm token-classification layoutlmv3 layoutlmv2 llms-benchmarking idefics2
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Jul 16, 2025 - Python
FastAPI application for document classification using a multimodal LayoutLM model, designed to classify PDF documents into RVL-DCIP categories.
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Apr 29, 2024 - Jupyter Notebook
An OCR-based invoice processing system built with FastAPI for extracting and managing invoice data.
python html ocr image-to-text paddlepaddle fine-tuning fastapi paddleocr layoutlmv3 invoice-ocr-python ppstructure-v3
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Feb 1, 2026 - Jupyter Notebook
LayoutLMv3 applied to a VQA problem with infographics.
infographics visual-question-answering layoutlm roberta-model transformers-model extractive-question-answering layoutlmv3
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Mar 31, 2023 - Jupyter Notebook
AI-powered Gov. ID classifier using OCR, BERT, ResNet, and LayoutLMv3 for Aadhar, PAN, Passport, and other scanned IDs.
ocr ai computer-vision deep-learning pytorch document-classification resnet bert multimodal fastapi streamlit windows-executable paddleocr layoutlmv3 intelligent-document-processing id-recognition
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Sep 10, 2025 - Python
python tool designed to convert PDF2IMG, annotate images and maintaining databases particularly for fine-tuning LayoutLMv3
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Jun 20, 2024 - HTML
Offline Intelligent Document Parser Extracts structured data from invoices, receipts, and scanned documents using OCR + AI models (FLAN-T5, LayoutLM). Works offline. Exports to JSON, Excel, and SQLite.
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Jun 28, 2025 - Python
Fine-tuning LayoutLMv3 on the SROIE dataset to build a receipt understanding model
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Oct 10, 2024 - Jupyter Notebook
LAGER - Layout Aware Graph Based Entity Recognition model (Accepted to LREC-COLING 2024)
nlp artificial-intelligence bert entity-recognition graph-neural-networks huggingface-transformers llms layoutlmv3
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May 19, 2024 - Python
End-to-end computer vision + NLP system for automated bank cheque verification — LayoutLMv3 encoder fused with a LoRA fine-tuned TinyLlama decoder to extract payee, amounts, date & signature as structured JSON, with automated fraud checks and a Streamlit demo.
python nlp computer-vision deep-learning pytorch lora fraud-detection peft streamlit huggingface-transformers document-ai layoutlmv3 vision-language-model tinyllama
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Jul 4, 2026 - Jupyter Notebook
六个渐进式实验走通文档智能演进：Tesseract → PaddleOCR → 自建 Agentic 管线 → LandingAI ADE → RAG。含表格/图表/手写体等高难度文档实战与视觉溯源
ocr jupyter-notebook tesseract idp deeplearning-ai document-extraction rag paddleocr document-ai langchain layoutlmv3 vision-language-model agentic-ai landingai
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Sep 5, 2026 - Jupyter Notebook
Bachelor thesis: automated classification & metadata extraction of German technical drawings by fine-tuning Donut and LayoutLMv3
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Aug 27, 2026 - Jupyter Notebook
Explainable Multimodal Identity Verification using LayoutLMv3, LoRA and Document AI
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Jul 30, 2026 - Python
Privacy-first financial document processing engine for invoices, receipts, and expense vouchers. Combines Tesseract OCR, spatial token alignment, deterministic financial validation, human-in-the-loop review, and optional LayoutLMv3 for local document extraction.
machine-learning ocr computer-vision pytorch tesseract-ocr financial-data sqllite document-processing fastapi streamlit layoutlm invoice-processing document-ai layoutlmv3 reciept-processing
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Sep 24, 2026 - Python
Intelligent Document Processing: LayoutLMv3 fine-tuning (PyTorch) alongside rule, LLM and transformer QA backends, with OCR, Swiss validation (IBAN/MWST), human-in-the-loop review, MLflow, Prometheus and Kubernetes.
python docker kubernetes machine-learning ocr computer-vision deep-learning azure transformers pytorch information-extraction rag mlops mlflow fastapi huggingface document-understanding document-ai llm layoutlmv3
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Sep 4, 2026 - Python
Multi-modal document understanding for legal and financial PDFs: hybrid LayoutLMv3 + Donut + rules extraction with confidence scoring, a trained document classifier, table extraction, and semantic search.
python nlp machine-learning ocr computer-vision information-extraction donut rag fastapi document-ai layoutlmv3 chromadb
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Aug 6, 2026 - Python
Multiservice document intelligence prototype with OCR, LayoutLMv3, Pinecone retrieval, LLM routing, monitoring, and public-corpus SEC evaluation.
kubernetes redis ocr terraform postgresql minio pinecone rag mlops document-intelligence layoutlmv3 llm-routing
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Jun 29, 2026 - Python
Research-oriented Document AI using LayoutLMv3 + EasyOCR for multimodal document understanding, entity extraction, and robustness evaluation.
python nlp machine-learning ocr computer-vision transformers pytorch information-extraction huggingface document-understanding streamlit model-robustness document-ai token-classification layoutlmv3 multimodal-ai funsd
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Aug 9, 2026 - Jupyter Notebook
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