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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 4: AAAI-21 Technical Tracks 4

Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution

February 1, 2023

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Authors

Jiapeng Wang

South China University of Technology


Chongyu Liu

South China University of Tenology


Lianwen Jin

South China University of Technology SCUT-Zhuhai Institute of Modern Industrial Innovation


Guozhi Tang

South China University of Technology


Jiaxin Zhang

South China University of Technology


Shuaitao Zhang

South China University of Technology


Qianying Wang

Lenovo Research


Yaqiang Wu

Lenovo Research Xi’an Jiaotong University


Mingxiang Cai

Lenovo Research


DOI:

10.1609/aaai.v35i4.16378


Abstract:

Visual Information Extraction (VIE) has attracted considerable attention recently owing to its various advanced applications such as document understanding, automatic marking and intelligent education. Most existing works decoupled this problem into several independent sub-tasks of text spotting (text detection and recognition) and information extraction, which completely ignored the high correlation among them during optimization. In this paper, we propose a robust Visual Information Extraction System (VIES) towards real-world scenarios, which is an unified end-to-end trainable framework for simultaneous text detection, recognition and information extraction by taking a single document image as input and outputting the structured information. Specifically, the information extraction branch collects abundant visual and semantic representations from text spotting for multimodal feature fusion and conversely, provides higher-level semantic clues to contribute to the optimization of text spotting. Moreover, regarding the shortage of public benchmarks, we construct a fully-annotated dataset called EPHOIE (https://github.com/HCIILAB/EPHOIE), which is the first Chinese benchmark for both text spotting and visual information extraction. EPHOIE consists of 1,494 images of examination paper head with complex layouts and background, including a total of 15,771 Chinese handwritten or printed text instances. Compared with the state-of-the-art methods, our VIES shows significant superior performance on the EPHOIE dataset and achieves a 9.01% F-score gain on the widely used SROIE dataset under the end-to-end scenario.

Topics: AAAI

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Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution Proceedings of the AAAI Conference on Artificial Intelligence (2021) 2738-2745.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution AAAI 2021, 2738-2745.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai (2021). Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution. Proceedings of the AAAI Conference on Artificial Intelligence, 2738-2745.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai. Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.2738-2745.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai. 2021. Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution. "Proceedings of the AAAI Conference on Artificial Intelligence". 2738-2745.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai. (2021) "Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution", Proceedings of the AAAI Conference on Artificial Intelligence, p.2738-2745

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai, "Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution", AAAI, p.2738-2745, 2021.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai. "Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.2738-2745.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai. "Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 2738-2745.

Jiapeng Wang||Chongyu Liu||Lianwen Jin||Guozhi Tang||Jiaxin Zhang||Shuaitao Zhang||Qianying Wang||Yaqiang Wu||Mingxiang Cai. Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution. AAAI[Internet]. 2021[cited 2023]; 2738-2745.


ISSN: 2374-3468


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