| Spatial ModernBERT: Spatial-Aware Transformer for Table and Key-Value Extraction in Financial Documents at Scale | ✓ Link | 96.91 | | Spatial ModernBERT | 2025-07-09 |
| Multi-Cell Decoder and Mutual Learning for Table Structure and Character Recognition | ✓ Link | 96.87 | | MuTabNet | 2024-04-20 |
| PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Literature Parsing Task B: Table Recognition to HTML | ✓ Link | 96.76 | | TableMaster | 2021-05-05 |
| An End-to-End Multi-Task Learning Model for Image-based Table Recognition | ✓ Link | 96.67 | 97.88 | Multi-Task Learning Model | 2023-03-15 |
| High-Performance Transformers for Table Structure Recognition Need Early Convolutions | ✓ Link | 96.53 | | ConvStem | 2023-11-09 |
| PP-StructureV2: A Stronger Document Analysis System | ✓ Link | 96.3 | 97.01 | SLANet | 2022-10-11 |
| TRUST: An Accurate and End-to-End Table structure Recognizer Using Splitting-based Transformers | | 96.2 | 97.1 | TRUST | 2022-08-31 |
| Neural Collaborative Graph Machines for Table Structure Recognition | | 95.4 | | NCGM | 2021-11-26 |
| TableSeq: Unified Generation of Structure, Content, and Layout | ✓ Link | 95.23 | 96.83 | TableSeq | 2026-04-17 |
| Infinity-Parser2 Technical Report | ✓ Link | 94.76 | | Infinity-Parser2-Pro | 2026-07-08 |
| LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment | ✓ Link | 94.6 | 96.7 | LGPMA | 2021-05-13 |
| Split, embed and merge: An accurate table structure recognizer | | 93.7 | | SEM | 2021-07-12 |
| Table Structure Recognition using Top-Down and Bottom-Up Cues | ✓ Link | 90.1 | 90.1 | TabStruct-Net | 2020-10-09 |
| OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition | ✓ Link | 88.96 | | OmniParser (S-Dec 2000, C-Dec 300) | 2024-03-28 |
| Image-based table recognition: data, model, and evaluation | ✓ Link | 88.3 | | EDD | 2019-11-25 |
| TSRFormer: Table Structure Recognition with Transformers | | | 97.5 | TSRFormer | 2022-08-09 |
| Robust Table Detection and Structure Recognition from Heterogeneous Document Images | | | 97 | RTSR | 2022-03-17 |
| Tables Decoded: DELTA for Structure, TARQA for Understanding | ✓ Link | 54.4 | 97.5 | DELTA | 2026-09-15 |