ML Research Wiki / Benchmarks / Table Recognition / PubTabNet

PubTabNet

Table Recognition Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: TEDS (all samples)

Top Performing Models

Rank Model Paper TEDS (all samples) Date Code
1 TSRFormer TSRFormer: Table Structure Recognition with Transformers 97.50 2022-08-09 -
2 RTSR Robust Table Detection and Structure Recognition from Heterogeneous Document Images 97.00 2022-03-17 -
3 MuTabNet Multi-Cell Decoder and Mutual Learning for Table Structure and Character Recognition 96.87 2024-04-20 📦 JG1VPP/MuTabNet
4 TableMaster PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Literature Parsing Task B: Table Recognition to HTML 96.76 2021-05-05 📦 PaddlePaddle/PaddleOCR 📦 JiaquanYe/TableMASTER-mmocr 📦 cycloneboy/pdf_table
5 Multi-Task Learning Model An End-to-End Multi-Task Learning Model for Image-based Table Recognition 96.67 2023-03-15 📦 namtuanly/MTL-TabNet 📦 cycloneboy/pdf_table
6 ConvStem High-Performance Transformers for Table Structure Recognition Need Early Convolutions 96.53 2023-11-09 📦 poloclub/unitable 📦 poloclub/tsr-convstem
7 SLANet PP-StructureV2: A Stronger Document Analysis System 96.30 2022-10-11 📦 PaddlePaddle/PaddleOCR
8 TRUST TRUST: An Accurate and End-to-End Table structure Recognizer Using Splitting-based Transformers 96.20 2022-08-31 -
9 NCGM Neural Collaborative Graph Machines for Table Structure Recognition 95.40 2021-11-26 -
10 LGPMA LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment 94.60 2021-05-13 📦 hikopensource/davar-lab-ocr 📦 cycloneboy/pdf_table

All Papers (13)

JG1VPP/MuTabNet
PaddlePaddle/PaddleOCR JiaquanYe/TableMASTER-mmocr cycloneboy/pdf_table
namtuanly/MTL-TabNet cycloneboy/pdf_table
poloclub/unitable poloclub/tsr-convstem
PaddlePaddle/PaddleOCR
hikopensource/davar-lab-ocr cycloneboy/pdf_table
sachinraja13/TabStructNet
PaddlePaddle/PaddleOCR JiaquanYe/TableMASTER-mmocr