MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question Answering

18 September 2020

Yezhou Yang

Papers citing "MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question Answering"

25 / 25 papers shown

Title
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation Daowan Peng Wei Wei 160 0 0 10 Jan 2025
Visual Question Answering: A Survey on Techniques and Common Trends in Recent Literature Ana Claudia Akemi Matsuki de Faria Felype de Castro Bastos Jose Victor Nogueira Alves da Silva Vitor Lopes Fabris Valeska Uchôa Décio Gonccalves de Aguiar Neto C. F. G. Santos 30 23 0 18 May 2023
Divide and Conquer: Answering Questions with Object Factorization and Compositional Reasoning Shi Chen Qi Zhao 47 5 0 18 Mar 2023
Understanding Finetuning for Factual Knowledge Extraction from Language Models Mehran Kazemi Sid Mittal Deepak Ramachandran KELM 34 10 0 26 Jan 2023
Compressing And Debiasing Vision-Language Pre-Trained Models for Visual Question Answering Q. Si Yuanxin Liu Zheng Lin Peng Fu Weiping Wang VLM 42 1 0 26 Oct 2022
CPL: Counterfactual Prompt Learning for Vision and Language Models Xuehai He Diji Yang Weixi Feng Tsu-jui Fu Arjun Reddy Akula Varun Jampani P. Narayana Sugato Basu William Yang Wang Qing Guo VPVLM VLM 50 15 0 19 Oct 2022
Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning Q. Si Yuanxin Liu Fandong Meng Zheng Lin Peng Fu Yanan Cao Weiping Wang Jie Zhou 37 23 0 10 Oct 2022
SemAug: Semantically Meaningful Image Augmentations for Object Detection Through Language Grounding M. Heisler Amin Banitalebi-Dehkordi Yong Zhang ObjD 16 2 0 15 Aug 2022
To Find Waldo You Need Contextual Cues: Debiasing Who's Waldo Yiran Luo Pratyay Banerjee Tejas Gokhale Yezhou Yang Chitta Baral 27 4 0 30 Mar 2022
A Closer Look at Debiased Temporal Sentence Grounding in Videos: Dataset, Metric, and Approach Xiaohan Lan Yitian Yuan Xin Wang Long Chen Zhi Wang Lin Ma Wenwu Zhu CML 24 15 0 10 Mar 2022
Recent, rapid advancement in visual question answering architecture: a review V. Kodali Daniel Berleant 40 9 0 02 Mar 2022
Language bias in Visual Question Answering: A Survey and Taxonomy Desen Yuan 30 12 0 16 Nov 2021
Introspective Distillation for Robust Question Answering Yulei Niu Hanwang Zhang 27 59 0 01 Nov 2021
Counterfactual Samples Synthesizing and Training for Robust Visual Question Answering Long Chen Yuhang Zheng Yulei Niu Hanwang Zhang Jun Xiao AAML OOD 21 36 0 03 Oct 2021
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question Answering Jihyung Kil Cheng Zhang D. Xuan Wei-Lun Chao 61 20 0 13 Sep 2021
On the Significance of Question Encoder Sequence Model in the Out-of-Distribution Performance in Visual Question Answering K. Gouthaman Anurag Mittal CML 45 0 0 28 Aug 2021
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs Daniel Reich F. Putze Tanja Schultz 30 2 0 28 Jun 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 28 76 0 07 Apr 2021
VisQA: X-raying Vision and Language Reasoning in Transformers Theo Jaunet Corentin Kervadec Romain Vuillemot G. Antipov M. Baccouche Christian Wolf 19 26 0 02 Apr 2021
Latent Variable Models for Visual Question Answering Zixu Wang Yishu Miao Lucia Specia 25 5 0 16 Jan 2021
A Closer Look at the Robustness of Vision-and-Language Pre-trained Models Linjie Li Zhe Gan Jingjing Liu VLM 33 42 0 15 Dec 2020
WeaQA: Weak Supervision via Captions for Visual Question Answering Pratyay Banerjee Tejas Gokhale Yezhou Yang Chitta Baral 25 35 0 04 Dec 2020
Counterfactual VQA: A Cause-Effect Look at Language Bias Yulei Niu Kaihua Tang Hanwang Zhang Zhiwu Lu Xiansheng Hua Ji-Rong Wen CML 53 394 0 08 Jun 2020
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 154 290 0 14 Mar 2020
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 190 576 0 02 May 2018