Vqa and Visual Reasoning: An Overview of Approaches, Datasets, and Future Direction
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3ASJSEXNPY" target="_blank" >RIV/00216208:11320/23:SJSEXNPY - isvavai.cz</a>
Result on the web
<a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4455698" target="_blank" >https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4455698</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.2139/ssrn.4455698" target="_blank" >10.2139/ssrn.4455698</a>
Alternative languages
Result language
angličtina
Original language name
Vqa and Visual Reasoning: An Overview of Approaches, Datasets, and Future Direction
Original language description
"Visual Question Answering (VQA) is a challenging and fascinating area of research in computer vision, deep learning, and natural language processing that has recently piqued the interest of AI researchers from a variety of fields. The inputs for this task are an image and a written question about the image. The answer can be generated intelligently or selected from a set of options related to the image. We have seen a rapid development of VQA and visual reasoning in tasks based on deep learning and massive amounts of annotated data over the last five years. In this article, we will present a comprehensive literature review of the current state of the art in VQA and visual reasoning from four perspectives: problem definition and challenges, approaches, existing datasets, and evaluation matrices. We discussed the datasets' limitations and thoroughly examined the current models. Finally, we investigate potential future research directions in this area in order to generate new ideas and creative approaches to solving current problems and developing new applications."
Czech name
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Czech description
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Classification
Type
O - Miscellaneous
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
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Others
Publication year
2023
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů