Counterfactual VQA: A Cause-Effect Look at Language Bias

8 June 2020

Papers citing "Counterfactual VQA: A Cause-Effect Look at Language Bias"

50 / 206 papers shown

Title
Recent, rapid advancement in visual question answering architecture: a review V. Kodali Daniel Berleant 40 9 0 02 Mar 2022
Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning Juntao Tan Shijie Geng Zuohui Fu Yingqiang Ge Shuyuan Xu Yunqi Li Yongfeng Zhang 38 109 0 17 Feb 2022
Saving Dense Retriever from Shortcut Dependency in Conversational Search Sungdong Kim Gangwoo Kim 25 26 0 15 Feb 2022
Multi-Modal Knowledge Graph Construction and Application: A Survey Xiangru Zhu Zhixu Li Xiaodan Wang Xueyao Jiang Penglei Sun Xuwu Wang Yanghua Xiao N. Yuan 33 154 0 11 Feb 2022
Grounding Answers for Visual Questions Asked by Visually Impaired People Chongyan Chen Samreen Anjum Danna Gurari 25 50 0 04 Feb 2022
COIN: Counterfactual Image Generation for VQA Interpretation Zeyd Boukhers Timo Hartmann Jan Jurjens 21 7 0 10 Jan 2022
Revisiting Open World Object Detection Xiaowei Zhao Xianglong Liu Yifan Shen Yixuan Qiao Yuqing Ma Duorui Wang 45 49 0 03 Jan 2022
Deconfounded Visual Grounding Jianqiang Huang Yu Qin Jiaxin Qi Qianru Sun Hanwang Zhang CML ObjD 19 31 0 31 Dec 2021
Causal Attention for Interpretable and Generalizable Graph Classification Yongduo Sui Xiang Wang Jiancan Wu Min-Bin Lin Xiangnan He Tat-Seng Chua CML OOD 17 153 0 30 Dec 2021
Cross-Domain Empirical Risk Minimization for Unbiased Long-tailed Classification Beier Zhu Yulei Niu Xiansheng Hua Hanwang Zhang 25 41 0 29 Dec 2021
General Greedy De-bias Learning Xinzhe Han Shuhui Wang Chi Su Qingming Huang Qi Tian 11 7 0 20 Dec 2021
Interpretable Image Classification with Differentiable Prototypes Assignment Dawid Rymarczyk Lukasz Struski Michal Górszczak K. Lewandowska Jacek Tabor Bartosz Zieliñski 34 98 0 06 Dec 2021
Learning Robust Recommender from Noisy Implicit Feedback Wenjie Wang Fuli Feng Xiangnan He Liqiang Nie Tat-Seng Chua NoLa 25 3 0 02 Dec 2021
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
Towards artificial general intelligence via a multimodal foundation model Nanyi Fei Zhiwu Lu Yizhao Gao Guoxing Yang Yuqi Huo ... Ruihua Song Xin Gao Tao Xiang Haoran Sun Jiling Wen AI4CE LRM 25 213 0 27 Oct 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
Uncovering Main Causalities for Long-tailed Information Extraction Guoshun Nan Jiaqi Zeng Rui Qiao Zhijiang Guo Wei Lu CML 54 46 0 11 Sep 2021
Table-based Fact Verification with Salience-aware Learning Fei Wang Kexuan Sun Jay Pujara Pedro A. Szekely Muhao Chen LMTD 41 21 0 09 Sep 2021
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation Yuexiang Xie Fei Sun Yang Deng Yaliang Li Bolin Ding HILM 26 53 0 30 Aug 2021
Causal Attention for Unbiased Visual Recognition Tan Wang Chan Zhou Qianru Sun Hanwang Zhang OOD CML 32 108 0 19 Aug 2021
Causal Incremental Graph Convolution for Recommender System Retraining Sihao Ding Fuli Feng Xiangnan He Yong Liao Jun Shi Yongdong Zhang CML CLL BDL GNN 32 36 0 16 Aug 2021
Free Lunch for Co-Saliency Detection: Context Adjustment Lingdong Kong Prakhar Ganesh Tan Wang Junhao Liu Le Zhang Yao-Liang Chen 18 0 0 04 Aug 2021
Multimodal Co-learning: Challenges, Applications with Datasets, Recent Advances and Future Directions Anil Rahate Rahee Walambe S. Ramanna K. Kotecha 27 135 0 29 Jul 2021
Greedy Gradient Ensemble for Robust Visual Question Answering Xinzhe Han Shuhui Wang Chi Su Qingming Huang Q. Tian 18 75 0 27 Jul 2021
X-GGM: Graph Generative Modeling for Out-of-Distribution Generalization in Visual Question Answering Jingjing Jiang Zi-yi Liu Yifan Liu Zhixiong Nan N. Zheng OOD 36 19 0 24 Jul 2021
Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition Junkun Yuan Anpeng Wu Kun Kuang Yangqiu Song Runze Wu Fei Wu Lanfen Lin CML 44 38 0 13 Jul 2021
Interventional Video Grounding with Dual Contrastive Learning Guoshun Nan Rui Qiao Yao Xiao Jun Liu Sicong Leng H. Zhang Wei Lu 26 144 0 21 Jun 2021
Adversarial Visual Robustness by Causal Intervention Kaihua Tang Ming Tao Hanwang Zhang CML AAML 27 21 0 17 Jun 2021
Conterfactual Generative Zero-Shot Semantic Segmentation Feihong Shen Jun Liu Ping Hu BDL 31 9 0 11 Jun 2021
Empowering Language Understanding with Counterfactual Reasoning Fuli Feng Jizhi Zhang Xiangnan He Hanwang Zhang Tat-Seng Chua LRM 21 33 0 06 Jun 2021
LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question Answering Zujie Liang Haifeng Hu Jiaying Zhu 37 38 0 29 May 2021
A Review on Explainability in Multimodal Deep Neural Nets Gargi Joshi Rahee Walambe K. Kotecha 29 139 0 17 May 2021
Cross-Modal Generative Augmentation for Visual Question Answering Zixu Wang Yishu Miao Lucia Specia 30 10 0 11 May 2021
Improving Weakly-supervised Object Localization via Causal Intervention Feifei Shao Yawei Luo Li Zhang Lu Ye Siliang Tang Yi Yang Jun Xiao WSOL 30 25 0 21 Apr 2021
Continual learning in cross-modal retrieval Kai Wang Luis Herranz Joost van de Weijer CLL 21 12 0 14 Apr 2021
The Blessings of Unlabeled Background in Untrimmed Videos Yuan Liu Jingyuan Chen Zhenfang Chen Bing Deng Jianqiang Huang Hanwang Zhang CML 31 43 0 24 Mar 2021
Causal Attention for Vision-Language Tasks Xu Yang Hanwang Zhang Guojun Qi Jianfei Cai CML 28 148 0 05 Mar 2021
Distilling Causal Effect of Data in Class-Incremental Learning Xinting Hu Kaihua Tang Chunyan Miao Xiansheng Hua Hanwang Zhang CML 176 175 0 02 Mar 2021
Counterfactual Zero-Shot and Open-Set Visual Recognition Zhongqi Yue Tan Wang Hanwang Zhang Qianru Sun Xiansheng Hua BDL 158 193 0 01 Mar 2021
Object-Centric Diagnosis of Visual Reasoning Jianwei Yang Jiayuan Mao Jiajun Wu Devi Parikh David D. Cox J. Tenenbaum Chuang Gan OCL 19 16 0 21 Dec 2020
Learning content and context with language bias for Visual Question Answering Chao Yang Su Feng Dongsheng Li Huawei Shen Guoqing Wang Bin Jiang 24 21 0 21 Dec 2020
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
Should Graph Convolution Trust Neighbors? A Simple Causal Inference Method Fuli Feng Weiran Huang Xiangnan He Xin Xin Qifan Wang Tat-Seng Chua GNN CML 23 63 0 22 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 23 6 0 19 Oct 2020
Counterfactual Variable Control for Robust and Interpretable Question Answering S. Yu Yulei Niu Shuohang Wang Jing Jiang Qianru Sun AAML OOD 42 9 0 12 Oct 2020
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect Kaihua Tang Jianqiang Huang Hanwang Zhang CML 20 434 0 28 Sep 2020
Causal Intervention for Weakly-Supervised Semantic Segmentation Dong Zhang Hanwang Zhang Jinhui Tang Xiansheng Hua Qianru Sun CML ISeg 39 444 0 26 Sep 2020
DeVLBert: Learning Deconfounded Visio-Linguistic Representations Shengyu Zhang Tan Jiang Tan Wang Kun Kuang Zhou Zhao Jianke Zhu Jin Yu Hongxia Yang Fei Wu OOD 20 85 0 16 Aug 2020