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Table Recognition 벤치마크

Table Recognition on PubTabNet

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TEDS (all samples)

88.3 90.44 92.59 94.73 96.87 2019-11 2026-09 EDD — 88.3 (2019-11-25) TabStruct-Net — 90.1 (2020-10-09) TableMaster — 96.76 (2021-05-05) LGPMA — 94.6 (2021-05-13) SEM — 93.7 (2021-07-12) NCGM — 95.4 (2021-11-26) TRUST — 96.2 (2022-08-31) SLANet — 96.3 (2022-10-11) Multi-Task Learning Model — 96.67 (2023-03-15) ConvStem — 96.53 (2023-11-09) MuTabNet — 96.87 (2024-04-20) TableSeq — 96.83 (2026-04-17) EDD — 88.3 (2019-11-25) TabStruct-Net — 90.1 (2020-10-09) TableMaster — 96.76 (2021-05-05) MuTabNet — 96.87 (2024-04-20)
RankModel TEDS (all samples)TEDS-Struct PaperCodeYear
1 MuTabNet 96.87– Multi-Cell Decoder and Mutual Learning for Table Structure and Character Recognition JG1VPP/MuTabNet 2024
2 TableSeq 자동 추출 96.83– TableSeq: Unified Generation of Structure, Content, and Layout 2026
3 TableMaster 96.76– PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Literature Parsing Task B: Table Recognition to HTML PaddlePaddle/PaddleOCR · JiaquanYe/TableMASTER-mmocr · cycloneboy/pdf_table 2021
4 Multi-Task Learning Model 96.6797.88 An End-to-End Multi-Task Learning Model for Image-based Table Recognition namtuanly/MTL-TabNet · cycloneboy/pdf_table 2023
5 ConvStem 96.53– High-Performance Transformers for Table Structure Recognition Need Early Convolutions poloclub/unitable · poloclub/tsr-convstem 2023
6 SLANet 96.397.01 PP-StructureV2: A Stronger Document Analysis System PaddlePaddle/PaddleOCR 2022
7 TRUST 96.297.1 TRUST: An Accurate and End-to-End Table structure Recognizer Using Splitting-based Transformers 2022
8 NCGM 95.4– Neural Collaborative Graph Machines for Table Structure Recognition 2021
9 LGPMA 94.696.7 LGPMA: Complicated Table Structure Recognition with Local and Global Pyramid Mask Alignment hikopensource/davar-lab-ocr · cycloneboy/pdf_table 2021
10 SEM 93.7– Split, embed and merge: An accurate table structure recognizer 2021
11 TabStruct-Net 90.190.1 Table Structure Recognition using Top-Down and Bottom-Up Cues sachinraja13/TabStructNet 2020
12 EDD 88.3– Image-based table recognition: data, model, and evaluation PaddlePaddle/PaddleOCR · JiaquanYe/TableMASTER-mmocr · ibm-aur-nlp/PubTabNet · +3 2019
13 TSRFormer –97.5 TSRFormer: Table Structure Recognition with Transformers 2022
14 RTSR –97 Robust Table Detection and Structure Recognition from Heterogeneous Document Images 2022
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