http://export.arxiv.org/abs/2210.04563v1 WebJun 19, 2024 · In return, the performance of these models is further boosted. Extensive ablations have shown the effectiveness of CSS. Particularly, by building on top of the …
Debiased Visual Question Answering from Feature and …
WebMar 14, 2024 · Specifically, for any VQA model, given a training sample (I,Q,a), CSS consists of three main steps: Training VQA model with original sample (I,Q,a); Synthesizing a counterfactual sample (I −,Q,a−) by V-CSS or (I,Q−,a−) by Q-CSS; Training VQA model with the counterfactual sample. WebBased on experimental analysis for existing robust VQA methods, we stress the language bias in VQA that comes from two aspects, i.e., distribution bias and shortcut bias. We … i am resolved youtube
Transcriptomic Harmonization as the Way for Suppressing Cross …
WebSuppressing Biased Samples for Robust VQA IEEE Transactions on Multimedia 2024 Journal article DOI: 10.1109/TMM.2024.3097502 Contributors : Ninglin Ouyang; Qingbao Huang; Pijian Li; Yi Cai; Bin Liu; Ho-fung Leung; Qing Li Show more detail Source : Crossref WebAs a new way of balancing data to address language bias, SBS overcomes the shortcomings of previous data-balanced methods. Experimental results show that our method can be … WebNov 24, 2024 · CVPR2024 Counterfactual Samples Synthesizing for Robust VQA. This repo contains code for our paper "Counterfactual Samples Synthesizing for Robust Visual Question Answering" This repo contains code modified from here,many thanks!. Prerequisites. Make sure you are on a machine with a NVIDIA GPU and Python 2.7 with … iamresponding cad