This is a curated list of awesome table structure recognition (TSR) research.Including sota models, influential papers, popular datasets and open-source codes. Continuously updating.

TD means Table Detection
TSR means Table Structure Recognition
TCD means Table Content Recognition
Both means including both digital and physical data

• OMNIPARSER: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition-Paper

• SEMv2: Table Separation Line Detection Based on Conditional Convolution-Paper, code

• Improving Table Structure Recognition with Visual-Alignment Sequential Coordinate Modeling-Paper

• LORE: Logical Location Regression Network for Table Structure Recognition=Paper

• Robust Table Detection and Structure Recognition from Heterogeneous Document Images-Paper
• Scene table structure recognition with segmentation collaboration and alignment-Paper

• TableVLM: Multi-modal Pre-training for Table Structure Recognition-Paper

• TRACE: Table Reconstruction Aligned to Corner and Edges-Paper
• Aligning benchmark datasets for table structure recognition-Paper
• Optimized Table Tokenization for Table Structure Recognition-Paper

• Neural Collaborative Graph Machines for Table Structure Recognition-Paper
• TableFormer: Table Structure Understanding with Transformers-Paper
• PubTables-1M: Towards comprehensive table extraction from unstructured documents-Paper, code

• Split, Embed and Merge: An accurate table structure recognizer-Paper

• Visual Understanding of Complex Table Structures from Document Images-Paper

• TSRFormer: Table Structure Recognition with Transformers-Paper

• Parsing Table Structures in the Wild-Paper
• TGRNet: A Table Graph Reconstruction Network for Table Structure Recognition-Paper, code

• Global Table Extractor (GTE): A Framework for Joint Table Identification and Cell Structure Recognition Using Visual Context-Paper

• Show, Read and Reason: Table Structure Recognition with Flexible Context Aggregator-Paper

• LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment-Paper
• PINGAN-VCGROUP’S SOLUTION FOR ICDAR 2021 COMPETITION ON SCIENTIFIC LITERATURE PARSING TASK B:TABLE RECOGNITION TO HTML-Paper, code
• TabLeX: A Benchmark Dataset for Structure and Content Information Extraction from Scientific Tables-Paper

• CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documents-Paper, code

• Image-based table recognition: data, model, and evaluation-Paper
• Table Structure Recognition using Top-Down and Bottom-Up Cues-Paper

• TableBank: Table Benchmark for Image-based Table Detection and Recognition-Paper

• Challenges in end-to-end neural scientific table recognition-Paper
• Deep Splitting and Merging for Table Structure Decomposition-Paper
• DeepTabStR: Deep Learning based Table Structure Recognition-Paper
• Rethinking Table Recognition using Graph Neural Networks-Paper
• ReS2TIM: Reconstruct Syntactic Structures from Table Images-Paper
• TableNet: Deep Learning model for end-to-end Table detection and Tabular data extraction from Scanned Document Images-Paper,code,model

• UniTable: Towards a Unified Framework for Table Structure Recognition via Self-Supervised Pretraining-Paper

• A large-scale dataset for end-to-end table recognition in the wild-Paper,code

• Multi-Type-TD-TSR -- Extracting Tables from Document Images using a Multi-stage Pipeline for Table Detection and Table Structure Recognition: from OCR to Structured Table Representations-Paper, code

• [ICDAR 2023] A Study on Reproducibility and Replicability of Table Structure Recognition Methods-Paper
• Deep Learning for Table Detection and Structure Recognition: A Survey-Paper