RUBi: Reducing Unimodal Biases in Visual Question Answering

24 June 2019

Devi Parikh

Papers citing "RUBi: Reducing Unimodal Biases in Visual Question Answering"

43 / 43 papers shown

Title
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks Mohammad Saleha Azadeh Tabatabaeib 52 0 0 14 Apr 2025
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation Daowan Peng Wei Wei 83 0 0 10 Jan 2025
Look, Listen, and Answer: Overcoming Biases for Audio-Visual Question Answering Jie Ma Min Hu Pinghui Wang Wangchun Sun Lingyun Song Hongbin Pei Jun Liu Youtian Du 32 4 0 18 Apr 2024
Visual Question Generation in Bengali Mahmud Hasan Labiba Islam J. Ruma T. Mayeesha Rashedur Rahman 19 1 0 12 Oct 2023
Making the V in Text-VQA Matter Shamanthak Hegde Soumya Jahagirdar Shankar Gangisetty CoGe 29 4 0 01 Aug 2023
Delving into Identify-Emphasize Paradigm for Combating Unknown Bias Bowen Zhao Chen Chen Qian-Wei Wang Anfeng He Shutao Xia 13 1 0 22 Feb 2023
Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics Nihal Murali A. Puli Ke Yu Rajesh Ranganath Kayhan Batmanghelich AAML 22 7 0 18 Feb 2023
Balanced Audiovisual Dataset for Imbalance Analysis Wenke Xia Xu Zhao Xincheng Pang Changqing Zhang Di Hu 24 1 0 14 Feb 2023
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning Zhuowan Li Xingrui Wang Elias Stengel-Eskin Adam Kortylewski Wufei Ma Benjamin Van Durme Max Planck Institute for Informatics OOD LRM 19 56 0 01 Dec 2022
Cross-Modal Contrastive Learning for Robust Reasoning in VQA Qinjie Zheng Chaoyue Wang Daqing Liu Dadong Wang Dacheng Tao LRM 19 0 0 21 Nov 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 32 23 0 10 Oct 2022
GAPX: Generalized Autoregressive Paraphrase-Identification X Yi Zhou Renyu Li Hayden Housen Ser-Nam Lim BDL 25 0 0 05 Oct 2022
Information Removal at the bottleneck in Deep Neural Networks Enzo Tartaglione 36 2 0 30 Sep 2022
Consistency-preserving Visual Question Answering in Medical Imaging Sergio Tascon-Morales Pablo Márquez-Neila Raphael Sznitman MedIm 14 12 0 27 Jun 2022
Revisiting the Importance of Amplifying Bias for Debiasing Jungsoo Lee Jeonghoon Park Daeyoung Kim Juyoung Lee E. Choi Jaegul Choo 37 21 0 29 May 2022
What's in a Caption? Dataset-Specific Linguistic Diversity and Its Effect on Visual Description Models and Metrics David M. Chan Austin Myers Sudheendra Vijayanarasimhan David A. Ross Bryan Seybold John F. Canny 26 6 0 12 May 2022
Unsupervised Learning of Unbiased Visual Representations C. Barbano Enzo Tartaglione Marco Grangetto SSL CML OOD 12 1 0 26 Apr 2022
OccamNets: Mitigating Dataset Bias by Favoring Simpler Hypotheses Robik Shrestha Kushal Kafle Christopher Kanan CML 21 13 0 05 Apr 2022
To Find Waldo You Need Contextual Cues: Debiasing Who's Waldo Yiran Luo Pratyay Banerjee Tejas Gokhale Yezhou Yang Chitta Baral 14 4 0 30 Mar 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 13 15 0 10 Mar 2022
Language bias in Visual Question Answering: A Survey and Taxonomy Desen Yuan 16 12 0 16 Nov 2021
Towards Debiasing Temporal Sentence Grounding in Video Hao Zhang Aixin Sun Wei Jing Joey Tianyi Zhou 48 16 0 08 Nov 2021
Toward Learning Human-aligned Cross-domain Robust Models by Countering Misaligned Features Haohan Wang Zeyi Huang Hanlin Zhang Yong Jae Lee Eric P. Xing OOD 125 16 0 05 Nov 2021
Raising context awareness in motion forecasting H. Ben-younes Éloi Zablocki Mickaël Chen P. Pérez Matthieu Cord TTA 24 11 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 53 20 0 13 Sep 2021
BiaSwap: Removing dataset bias with bias-tailored swapping augmentation Eungyeup Kim Jihyeon Janel Lee Jaegul Choo 17 86 0 23 Aug 2021
Unsupervised Learning of Debiased Representations with Pseudo-Attributes Seonguk Seo Joon-Young Lee Bohyung Han FaML 64 48 0 06 Aug 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 21 157 0 15 Jul 2021
Learning Debiased Representation via Disentangled Feature Augmentation Jungsoo Lee Eungyeup Kim Juyoung Lee Jihyeon Janel Lee Jaegul Choo CML 12 148 0 03 Jul 2021
Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions with Superior OOD Generalization Damien Teney Ehsan Abbasnejad Simon Lucey A. Hengel 20 86 0 12 May 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 26 74 0 07 Apr 2021
Detecting Spurious Correlations with Sanity Tests for Artificial Intelligence Guided Radiology Systems U. Mahmood Robik Shrestha D. Bates L. Mannelli G. Corrias Y. Erdi Christopher Kanan 16 16 0 04 Mar 2021
EnD: Entangling and Disentangling deep representations for bias correction Enzo Tartaglione C. Barbano Marco Grangetto 11 124 0 02 Mar 2021
Answer Questions with Right Image Regions: A Visual Attention Regularization Approach Y. Liu Yangyang Guo Jianhua Yin Xuemeng Song Weifeng Liu Liqiang Nie 24 28 0 03 Feb 2021
Explainability of deep vision-based autonomous driving systems: Review and challenges Éloi Zablocki H. Ben-younes P. Pérez Matthieu Cord XAI 32 169 0 13 Jan 2021
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz A. Schwing Tamir Hazan 51 89 0 21 Oct 2020
Counterfactual Variable Control for Robust and Interpretable Question Answering S. Yu Yulei Niu Shuohang Wang Jing Jiang Qianru Sun AAML OOD 34 9 0 12 Oct 2020
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation J. Yu Yuan Chai Yujing Wang Yue Hu Qi Wu CML 20 111 0 16 Sep 2020
Estimating semantic structure for the VQA answer space Corentin Kervadec G. Antipov M. Baccouche Christian Wolf 18 4 0 10 Jun 2020
Debiasing Skin Lesion Datasets and Models? Not So Fast Alceu Bissoto Eduardo Valle Sandra Avila 11 54 0 23 Apr 2020
Unbiased Scene Graph Generation from Biased Training Kaihua Tang Yulei Niu Jianqiang Huang Jiaxin Shi Hanwang Zhang CML 17 680 0 27 Feb 2020
Accuracy vs. Complexity: A Trade-off in Visual Question Answering Models M. Farazi Salman H. Khan Nick Barnes 21 17 0 20 Jan 2020
Explainable and Explicit Visual Reasoning over Scene Graphs Jiaxin Shi Hanwang Zhang Juan-Zi Li OCL 152 230 0 05 Dec 2018