Modular Multimodal Architecture for Document Classification
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Abstract (arXiv)
Page classification is a crucial component to any document analysis system, allowing for complex branching control flows for different components of a given document. Utilizing both the visual and textual content of a page, the proposed method exceeds the current state-of-the-art performance on the RVL-CDIP benchmark at 93.03% test accuracy.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Dec 2019.
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Citing papers per year: 2021: 4; 2022: 4; 2023: 6; 2024: 1.
15 papers.
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- 2021DocFormer: End-to-End Transformer for Document Understandingcited by 254
- 2021SelfDoc: Self-Supervised Document Representation Learningcited by 117
- 2022LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understandingcited by 107
- 2021StructuralLM: Structural Pre-training for Form Understandingcited by 91
- 2021Document AI: Benchmarks, Models and Applicationscited by 61
- 2022Bi-VLDoc: Bidirectional Vision-Language Modeling for Visually-Rich Document Understandingcited by 18
- 2022Evaluating Out-of-Distribution Performance on Document Image Classifierscited by 16
- 2022VLCDoC: Vision-Language Contrastive Pre-Training Model for Cross-Modal Document Classificationcited by 14
- 2023On Evaluation of Document Classification using RVL-CDIPcited by 5
- 2023EAML: Ensemble Self-Attention-based Mutual Learning Network for Document Image Classificationcited by 4
- 2023Context-Aware Classification of Legal Document Pagescited by 3
- 2023Modular Multimodal Machine Learning for Extraction of Theorems and Proofs in Long Scientific Documents (Extended Version)cited by 2
3 more
- 2023GlobalDoc: A Cross-Modal Vision-Language Framework for Real-World Document Image Retrieval and Classificationcited by 1
- 2024CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classificationcited by 1
- 2023ETDPC: A Multimodality Framework for Classifying Pages in Electronic Theses and Dissertationscited by 0
- 2024CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classification6 May 2024
- 2023ETDPC: A Multimodality Framework for Classifying Pages in Electronic Theses and Dissertations7 Nov 2023
- 2023GlobalDoc: A Cross-Modal Vision-Language Framework for Real-World Document Image Retrieval and Classification11 Sep 2023
- 2023Modular Multimodal Machine Learning for Extraction of Theorems and Proofs in Long Scientific Documents (Extended Version)18 Jul 2023
- 2023On Evaluation of Document Classification using RVL-CDIP21 Jun 2023
- 2023EAML: Ensemble Self-Attention-based Mutual Learning Network for Document Image Classification11 May 2023
- 2023Context-Aware Classification of Legal Document Pages5 Apr 2023
- 2022Evaluating Out-of-Distribution Performance on Document Image Classifiers14 Oct 2022
- 2022Bi-VLDoc: Bidirectional Vision-Language Modeling for Visually-Rich Document Understanding27 Jun 2022
- 2022VLCDoC: Vision-Language Contrastive Pre-Training Model for Cross-Modal Document Classification24 May 2022
- 2022LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding28 Feb 2022
- 2021Document AI: Benchmarks, Models and Applications16 Nov 2021
3 more
- 2021DocFormer: End-to-End Transformer for Document Understandingcited by 254
- 2021SelfDoc: Self-Supervised Document Representation Learningcited by 117
- 2022LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understandingcited by 107
- 2021StructuralLM: Structural Pre-training for Form Understandingcited by 91
- 2021Document AI: Benchmarks, Models and Applicationscited by 61
- 2022Evaluating Out-of-Distribution Performance on Document Image Classifierscited by 16
- 2022VLCDoC: Vision-Language Contrastive Pre-Training Model for Cross-Modal Document Classificationcited by 14
- 2023On Evaluation of Document Classification using RVL-CDIPcited by 5
- 2023EAML: Ensemble Self-Attention-based Mutual Learning Network for Document Image Classificationcited by 4
- 2023Context-Aware Classification of Legal Document Pagescited by 3
- 2023Modular Multimodal Machine Learning for Extraction of Theorems and Proofs in Long Scientific Documents (Extended Version)cited by 2
- 2024CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classificationcited by 1
12 most cited of 13 All 13 (JSON)
- 2024CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classification6 May 2024
- 2023ETDPC: A Multimodality Framework for Classifying Pages in Electronic Theses and Dissertations7 Nov 2023
- 2023Modular Multimodal Machine Learning for Extraction of Theorems and Proofs in Long Scientific Documents (Extended Version)18 Jul 2023
- 2023On Evaluation of Document Classification using RVL-CDIP21 Jun 2023
- 2023EAML: Ensemble Self-Attention-based Mutual Learning Network for Document Image Classification11 May 2023
- 2023Context-Aware Classification of Legal Document Pages5 Apr 2023
- 2022Evaluating Out-of-Distribution Performance on Document Image Classifiers14 Oct 2022
- 2022VLCDoC: Vision-Language Contrastive Pre-Training Model for Cross-Modal Document Classification24 May 2022
- 2022LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding28 Feb 2022
- 2021Document AI: Benchmarks, Models and Applications16 Nov 2021
- 2021DocFormer: End-to-End Transformer for Document Understanding22 Jun 2021
- 2021SelfDoc: Self-Supervised Document Representation Learning7 Jun 2021
12 newest of 13 All 13 (JSON)