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12/01/2022
Localization vs. Semantics: How Can Language Benefit Visual Representation Learning?
Despite the superior performance brought by vision-and-language pretrain...
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12/01/2022
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning
Visual Question Answering (VQA) models often perform poorly on out-of-di...
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05/04/2022
Visual Commonsense in Pretrained Unimodal and Multimodal Models
Our commonsense knowledge about objects includes their typical visual at...
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04/05/2022
SwapMix: Diagnosing and Regularizing the Over-Reliance on Visual Context in Visual Question Answering
While Visual Question Answering (VQA) has progressed rapidly, previous w...
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10/01/2021
Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real Images
While neural symbolic methods demonstrate impressive performance in visu...
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04/07/2020
Context-Aware Group Captioning via Self-Attention and Contrastive Features
While image captioning has progressed rapidly, existing works focus main...
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10/06/2018