TY - GEN
T1 - A Survey on VQA
T2 - 2nd International Conference on Information Technology and Computer Application, ITCA 2020
AU - Zou, Yeyun
AU - Xie, Qiyu
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/12
Y1 - 2020/12
N2 - Visual question answering (VQA) is a task that combines both the techniques of computer vision and natural language processing. It requires models to answer a text-based question according to the information contained in a visual. In recent years, the research field of VQA has been expanded. Research that focuses on the VQA, examining the reasoning ability and VQA on scientific diagrams, has also been explored more. Meanwhile, more multimodal feature fusion mechanisms have been proposed. This paper will review and analyze existing datasets, metrics, and models proposed for the VQA task.
AB - Visual question answering (VQA) is a task that combines both the techniques of computer vision and natural language processing. It requires models to answer a text-based question according to the information contained in a visual. In recent years, the research field of VQA has been expanded. Research that focuses on the VQA, examining the reasoning ability and VQA on scientific diagrams, has also been explored more. Meanwhile, more multimodal feature fusion mechanisms have been proposed. This paper will review and analyze existing datasets, metrics, and models proposed for the VQA task.
KW - component
KW - computer vision
KW - image retrieval
KW - knowledge representation
KW - Multimodal learning
KW - natural language processing
KW - visual question answering
UR - http://www.scopus.com/inward/record.url?scp=85105990606&partnerID=8YFLogxK
U2 - 10.1109/ITCA52113.2020.00069
DO - 10.1109/ITCA52113.2020.00069
M3 - Conference Proceeding
AN - SCOPUS:85105990606
T3 - Proceedings - 2020 2nd International Conference on Information Technology and Computer Application, ITCA 2020
SP - 289
EP - 297
BT - Proceedings - 2020 2nd International Conference on Information Technology and Computer Application, ITCA 2020
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 18 December 2020 through 20 December 2020
ER -