Survey of question answering on images with Ma
Survey of question answering on images with Ma
Robust Visual Question Answering: Datasets, Methods, and Future Challenges
arXiv paper abstract https://arxiv.org/abs/2307.11471
arXiv PDF paper https://arxiv.org/pdf/2307.11471.pdf
Visual question answering requires a system to provide an accurate natural language answer given an image and a natural language question.
... datasets and debiasing methods have been proposed to evaluate and enhance the VQA robustness ... provides the first comprehensive survey focused on this emerging fashion.
... first provide an overview of the development process of datasets from in-distribution and out-of-distribution perspectives.
... examine the evaluation metrics employed by these datasets.
... propose a typology that presents the development process, similarities and differences, robustness comparison, and technical features of existing debiasing methods.
... analyze and discuss the robustness of representative vision-and-language pre-training models on VQA ...
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