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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Multi-Question Learning for Visual Question Answering

February 1, 2023

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Authors

Chenyi Lei

Alibaba Group


Lei Wu

Zhejiang University


Dong Liu

University of Science and Technology of China


Zhao Li

Alibaba Group


Guoxin Wang

Alibaba Group


Haihong Tang

Alibaba Group


Houqiang Li

University of Science and Technology of China


DOI:

10.1609/aaai.v34i07.6794


Abstract:

Visual Question Answering (VQA) raises a great challenge for computer vision and natural language processing communities. Most of the existing approaches consider video-question pairs individually during training. However, we observe that there are usually multiple (either sequentially generated or not) questions for the target video in a VQA task, and the questions themselves have abundant semantic relations. To explore these relations, we propose a new paradigm for VQA termed Multi-Question Learning (MQL). Inspired by the multi-task learning, MQL learns from multiple questions jointly together with their corresponding answers for a target video sequence. The learned representations of video-question pairs are then more general to be transferred for new questions. We further propose an effective VQA framework and design a training procedure for MQL, where the specifically designed attention network models the relation between input video and corresponding questions, enabling multiple video-question pairs to be co-trained. Experimental results on public datasets show the favorable performance of the proposed MQL-VQA framework compared to state-of-the-arts.

Topics: AAAI

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Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li Multi-Question Learning for Visual Question Answering Proceedings of the AAAI Conference on Artificial Intelligence (2020) 11328-11335.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li Multi-Question Learning for Visual Question Answering AAAI 2020, 11328-11335.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li (2020). Multi-Question Learning for Visual Question Answering. Proceedings of the AAAI Conference on Artificial Intelligence, 11328-11335.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li. Multi-Question Learning for Visual Question Answering. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.11328-11335.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li. 2020. Multi-Question Learning for Visual Question Answering. "Proceedings of the AAAI Conference on Artificial Intelligence". 11328-11335.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li. (2020) "Multi-Question Learning for Visual Question Answering", Proceedings of the AAAI Conference on Artificial Intelligence, p.11328-11335

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li, "Multi-Question Learning for Visual Question Answering", AAAI, p.11328-11335, 2020.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li. "Multi-Question Learning for Visual Question Answering". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.11328-11335.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li. "Multi-Question Learning for Visual Question Answering". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 11328-11335.

Chenyi Lei||Lei Wu||Dong Liu||Zhao Li||Guoxin Wang||Haihong Tang||Houqiang Li. Multi-Question Learning for Visual Question Answering. AAAI[Internet]. 2020[cited 2023]; 11328-11335.


ISSN: 2374-3468


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