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Overcoming Language Priors in Visual Question Answering with Adversarial Regularization

8 October 2018

Papers citing "Overcoming Language Priors in Visual Question Answering with Adversarial Regularization"

50 / 138 papers shown

Title
QLEVR: A Diagnostic Dataset for Quantificational Language and Elementary Visual Reasoning Zechen Li Anders Søgaard 114 7 0 06 May 2022
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Xiyang Dai ... Jianwei Yang Haoxuan You Kai-Wei Chang Shih-Fu Chang Lu Yuan VLM OffRL 192 27 0 22 Apr 2022
OccamNets: Mitigating Dataset Bias by Favoring Simpler HypothesesEuropean Conference on Computer Vision (ECCV), 2022 Robik Shrestha Kushal Kafle Christopher Kanan CML 284 14 0 05 Apr 2022
SwapMix: Diagnosing and Regularizing the Over-Reliance on Visual Context in Visual Question AnsweringComputer Vision and Pattern Recognition (CVPR), 2022 Vipul Gupta Zhuowan Li Adam Kortylewski Chenyu Zhang Yingwei Li Alan Yuille 167 53 0 05 Apr 2022
A Closer Look at Debiased Temporal Sentence Grounding in Videos: Dataset, Metric, and Approach Xiaohan Lan Yitian Yuan Xin Eric Wang Long Chen Zhi Wang Lin Ma Wenwu Zhu CML 164 19 0 10 Mar 2022
On Modality Bias Recognition and Reduction Yangyang Guo Liqiang Nie Harry Cheng Zhiyong Cheng Mohan S. Kankanhalli Marco Bertini 254 48 0 25 Feb 2022
Webly Supervised Concept Expansion for General Purpose Vision ModelsEuropean Conference on Computer Vision (ECCV), 2022 Amita Kamath Christopher Clark Tanmay Gupta Eric Kolve Derek Hoiem Aniruddha Kembhavi VLM 264 65 0 04 Feb 2022
Grounding Answers for Visual Questions Asked by Visually Impaired PeopleComputer Vision and Pattern Recognition (CVPR), 2022 Chongyan Chen Samreen Anjum Danna Gurari 244 59 0 04 Feb 2022
Language-biased image classification: evaluation based on semantic representationsInternational Conference on Learning Representations (ICLR), 2022 Yoann Lemesle Masataka Sawayama Guillermo Valle Pérez Maxime Adolphe Hélene Sauzéon Pierre-Yves Oudeyer VLM 122 8 0 26 Jan 2022
Improving the fusion of acoustic and text representations in RNN-TIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Chao Zhang Yue Liu Zhiyun Lu Tara N. Sainath Shuo-yiin Chang AI4CE 178 13 0 25 Jan 2022
CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Jianwei Yang Xiyang Dai Bin Xiao Haoxuan You Shih-Fu Chang Lu Yuan CLIP VLM 181 44 0 15 Jan 2022
Learning Sample Importance for Cross-Scenario Video Temporal GroundingInternational Conference on Multimedia Retrieval (ICMR), 2022 P. Bao Yadong Mu 130 13 0 08 Jan 2022
General Greedy De-bias LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Xinzhe Han Shuhui Wang Chi Su Qingming Huang Qi Tian 423 17 0 20 Dec 2021
Medical Visual Question Answering: A Survey Zhihong Lin Donghao Zhang Qingyi Tao Danli Shi Gholamreza Haffari Qi Wu M. He Z. Ge 279 171 0 19 Nov 2021
Language bias in Visual Question Answering: A Survey and Taxonomy Desen Yuan 213 15 0 16 Nov 2021
Towards Debiasing Temporal Sentence Grounding in Video Hao Zhang Aixin Sun Wei Jing Qiufeng Wang 170 20 0 08 Nov 2021
Introspective Distillation for Robust Question AnsweringNeural Information Processing Systems (NeurIPS), 2021 Yulei Niu Hanwang Zhang 250 72 0 01 Nov 2021
Perceptual Score: What Data Modalities Does Your Model Perceive? Itai Gat Idan Schwartz Alex Schwing 177 42 0 27 Oct 2021
Review-Based Domain Disentanglement without Duplicate Users or Contexts for Cross-Domain RecommendationInternational Conference on Information and Knowledge Management (CIKM), 2021 Yoonhyuk Choi Jiho Choi Taewook Ko HyungHo Byun Qiongxiong Ma 200 19 0 25 Oct 2021
Counterfactual Samples Synthesizing and Training for Robust Visual Question Answering Long Chen Yuhang Zheng Yulei Niu Hanwang Zhang Jun Xiao AAML OOD 251 46 0 03 Oct 2021
Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real Images Zhuowan Li Elias Stengel-Eskin Yixiao Zhang Cihang Xie Q. Tran Benjamin Van Durme Alan Yuille VLM 153 17 0 01 Oct 2021
Raising context awareness in motion forecasting H. Ben-younes Éloi Zablocki Mickaël Chen P. Pérez Matthieu Cord TTA 305 12 0 16 Sep 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 228 23 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 206 0 0 28 Aug 2021
Greedy Gradient Ensemble for Robust Visual Question AnsweringIEEE International Conference on Computer Vision (ICCV), 2021 Xinzhe Han Shuhui Wang Chi Su Qingming Huang Q. Tian 198 89 0 27 Jul 2021
Neural Abstructions: Abstractions that Support Construction for Grounded Language Learning Kaylee Burns Christopher D. Manning Li Fei-Fei 178 0 0 20 Jul 2021
Separating Skills and Concepts for Novel Visual Question AnsweringComputer Vision and Pattern Recognition (CVPR), 2021 Spencer Whitehead Hui Wu Heng Ji Rogerio Feris Kate Saenko CoGe 171 38 0 19 Jul 2021
Check It Again: Progressive Visual Question Answering via Visual EntailmentAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Q. Si Zheng Lin Mingyu Zheng Peng Fu Weiping Wang 139 52 0 08 Jun 2021
LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question AnsweringAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021 Zujie Liang Haifeng Hu Jiaying Zhu 179 44 0 29 May 2021
AdaVQA: Overcoming Language Priors with Adapted Margin Cosine LossInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Yangyang Guo Liqiang Nie Zhiyong Cheng Feng Ji Ji Zhang Marco Bertini 125 41 0 05 May 2021
Worst of Both Worlds: Biases Compound in Pre-trained Vision-and-Language Models Tejas Srinivasan Yonatan Bisk VLM 288 63 0 18 Apr 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question AnsweringIEEE International Conference on Computer Vision (ICCV), 2021 Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 291 91 0 07 Apr 2021
Improved and efficient inter-vehicle distance estimation using road gradients of both ego and target vehiclesInternational Conference on Autonomic and Autonomous Systems (ICAAS), 2021 Robik Shrestha Jinkyu Lee Kushal Kafle S. Hwang Il Yong Chun 144 13 0 01 Apr 2021
Domain-robust VQA with diverse datasets and methods but no target labelsComputer Vision and Pattern Recognition (CVPR), 2021 Ruotong Wang Tristan D. Maidment Ahmad Diab Adriana Kovashka R. Hwa OOD 266 25 0 29 Mar 2021
Detecting Spurious Correlations with Sanity Tests for Artificial Intelligence Guided Radiology SystemsFrontiers in Digital Health (FDH), 2021 U. Mahmood Robik Shrestha D. Bates L. Mannelli G. Corrias Y. Erdi Christopher Kanan 159 19 0 04 Mar 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual ConceptsComputer Vision and Pattern Recognition (CVPR), 2021 Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 1.1K 1,348 0 17 Feb 2021
Answer Questions with Right Image Regions: A Visual Attention Regularization Approach Zichen Liu Yangyang Guo Jianhua Yin Xuemeng Song Weifeng Liu Liqiang Nie 165 34 0 03 Feb 2021
Mitigating the Position Bias of Transformer Models in Passage Re-RankingEuropean Conference on Information Retrieval (ECIR), 2021 Sebastian Hofstatter Aldo Lipani Sophia Althammer Markus Zlabinger Allan Hanbury 298 21 0 18 Jan 2021
Explainability of deep vision-based autonomous driving systems: Review and challengesInternational Journal of Computer Vision (IJCV), 2021 Éloi Zablocki H. Ben-younes P. Pérez Matthieu Cord XAI 428 205 0 13 Jan 2021
Object-Centric Diagnosis of Visual Reasoning Jianwei Yang Jiayuan Mao Jiajun Wu Devi Parikh David D. Cox J. Tenenbaum Chuang Gan OCL 174 17 0 21 Dec 2020
Learning content and context with language bias for Visual Question AnsweringIEEE International Conference on Multimedia and Expo (ICME), 2020 Chao Yang Su Feng Dongsheng Li Huawei Shen Guoqing Wang Bin Jiang 148 24 0 21 Dec 2020
Trying Bilinear Pooling in Video-QA T. Winterbottom S. Xiao A. McLean Noura Al Moubayed 183 4 0 18 Dec 2020
On Modality Bias in the TVQA DatasetBritish Machine Vision Conference (BMVC), 2020 T. Winterbottom S. Xiao A. McLean Noura Al Moubayed 169 44 0 18 Dec 2020
Overcoming Language Priors with Self-supervised Learning for Visual Question AnsweringInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Xi Zhu Zhendong Mao Chunxiao Liu Peng Zhang Bin Wang Yongdong Zhang SSL 151 132 0 17 Dec 2020
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewIEEE Transactions on Image Processing (TIP), 2020 Yangyang Guo Liqiang Nie Zhiyong Cheng Q. Tian Min Zhang 327 79 0 30 Oct 2020
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional EntropiesNeural Information Processing Systems (NeurIPS), 2020 Itai Gat Idan Schwartz Alex Schwing Tamir Hazan 234 98 0 21 Oct 2020
SOrT-ing VQA Models : Contrastive Gradient Learning for Improved ConsistencyNorth American Chapter of the Association for Computational Linguistics (NAACL), 2020 Sameer Dharur Purva Tendulkar Dhruv Batra Devi Parikh Ramprasaath R. Selvaraju 131 2 0 20 Oct 2020
Multimodal Research in Vision and Language: A Review of Current and Emerging Trends Shagun Uppal Sarthak Bhagat Devamanyu Hazarika Navonil Majumdar Soujanya Poria Roger Zimmermann Amir Zadeh 269 6 0 19 Oct 2020
Multimodal Speech Recognition with Unstructured Audio Masking Tejas Srinivasan Ramon Sanabria Florian Metze Desmond Elliott CVBM 96 10 0 16 Oct 2020
Counterfactual Variable Control for Robust and Interpretable Question Answering S. Yu Yulei Niu Shuohang Wang Jing Jiang Qianru Sun AAML OOD 239 9 0 12 Oct 2020