Search Results for author: Chetan Ramaiah

Found 7 papers, 5 papers with code

DocQueryNet: Value Retrieval with Arbitrary Queries for Form-like Documents

1 code implementation COLING 2022 Mingfei Gao, Le Xue, Chetan Ramaiah, Chen Xing, ran Xu, Caiming Xiong

Unlike previous methods that only address a fixed set of field items, our method predicts target value for an arbitrary query based on the understanding of the layout and semantics of a form.

document understanding Language Modelling +1

TAG: Boosting Text-VQA via Text-aware Visual Question-answer Generation

1 code implementation3 Aug 2022 Jun Wang, Mingfei Gao, Yuqian Hu, Ramprasaath R. Selvaraju, Chetan Ramaiah, ran Xu, Joseph F. JaJa, Larry S. Davis

To address this deficiency, we develop a new method to generate high-quality and diverse QA pairs by explicitly utilizing the existing rich text available in the scene context of each image.

Answer Generation Question-Answer-Generation +3

Use All The Labels: A Hierarchical Multi-Label Contrastive Learning Framework

1 code implementation CVPR 2022 Shu Zhang, ran Xu, Caiming Xiong, Chetan Ramaiah

Current contrastive learning frameworks focus on leveraging a single supervisory signal to learn representations, which limits the efficacy on unseen data and downstream tasks.

Contrastive Learning Representation Learning

Value Retrieval with Arbitrary Queries for Form-like Documents

1 code implementation15 Dec 2021 Mingfei Gao, Le Xue, Chetan Ramaiah, Chen Xing, ran Xu, Caiming Xiong

Unlike previous methods that only address a fixed set of field items, our method predicts target value for an arbitrary query based on the understanding of the layout and semantics of a form.

document understanding Language Modelling +1

Burn After Reading: Online Adaptation for Cross-domain Streaming Data

no code implementations8 Dec 2021 Luyu Yang, Mingfei Gao, Zeyuan Chen, ran Xu, Abhinav Shrivastava, Chetan Ramaiah

In the context of online privacy, many methods propose complex privacy and security preserving measures to protect sensitive data.

Unsupervised Domain Adaptation

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