Papers by Giedrius Burachas
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation (D19-1)
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| Challenge: | interacting with a model for Visual Question Answering (VQA) quickly reveals that these models lack consistency. |
| Approach: | They propose a dataset, ConVQA, and metrics that enable quantitative evaluation of consistency in VQA. |
| Outcome: | The proposed data augmentation module improves the consistency of VQA models on the Con-VQA dataset and is a strong baseline for future research. |