Search Results for author: Robin Abraham

Found 6 papers, 4 papers with code

Aligning benchmark datasets for table structure recognition

1 code implementation1 Mar 2023 Brandon Smock, Rohith Pesala, Robin Abraham

However, even if a dataset's annotations are self-consistent, there may be significant inconsistency across datasets, which can harm the performance of models trained and evaluated on them.

uGLAD: Sparse graph recovery by optimizing deep unrolled networks

4 code implementations23 May 2022 Harsh Shrivastava, Urszula Chajewska, Robin Abraham, Xinshi Chen

Our model, uGLAD, builds upon and extends the state-of-the-art model GLAD to the unsupervised setting.

Multi-Task Learning

GriTS: Grid table similarity metric for table structure recognition

1 code implementation23 Mar 2022 Brandon Smock, Rohith Pesala, Robin Abraham

In this paper, we propose a new class of metric for table structure recognition (TSR) evaluation, called grid table similarity (GriTS).

PubTables-1M: Towards comprehensive table extraction from unstructured documents

2 code implementations CVPR 2022 Brandon Smock, Rohith Pesala, Robin Abraham

We demonstrate that these improvements lead to a significant increase in training performance and a more reliable estimate of model performance at evaluation for table structure recognition.

object-detection Object Detection +3

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