Search Results for author: Rajarajeswari Balasubramaniyan

Found 3 papers, 3 papers with code

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

1 code implementation7 Mar 2024 Shengyun Peng, Seongmin Lee, XiaoJing Wang, Rajarajeswari Balasubramaniyan, Duen Horng Chau

Tables convey factual and quantitative data with implicit conventions created by humans that are often challenging for machines to parse.

Language Modelling

Self-Supervised Pre-Training for Table Structure Recognition Transformer

1 code implementation23 Feb 2024 Shengyun Peng, Seongmin Lee, XiaoJing Wang, Rajarajeswari Balasubramaniyan, Duen Horng Chau

We discover that the performance gap between the linear projection transformer and the hybrid CNN-transformer can be mitigated by SSP of the visual encoder in the TSR model.

Representation Learning

High-Performance Transformers for Table Structure Recognition Need Early Convolutions

2 code implementations9 Nov 2023 Shengyun Peng, Seongmin Lee, XiaoJing Wang, Rajarajeswari Balasubramaniyan, Duen Horng Chau

This allows it to "see" an appropriate portion of the table and "store" the complex table structure within sufficient context length for the subsequent transformer.

Representation Learning Self-Supervised Learning +1

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