Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing

16 December 2019

Mario Fritz

Papers citing "Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing"

22 / 22 papers shown

Title
DriveSOTIF: Advancing Perception SOTIF Through Multimodal Large Language Models Shucheng Huang Freda Shi Chen Sun Jiaming Zhong Minghao Ning Yufeng Yang Yukun Lu Hong Wang A. Khajepour 31 0 0 11 May 2025
EventHallusion: Diagnosing Event Hallucinations in Video LLMs Jiacheng Zhang Yang Jiao Shaoxiang Chen Jingjing Chen Zhiyu Tan Hao Li Jingjing Chen MLLM 61 18 0 25 Sep 2024
Autoencoder based approach for the mitigation of spurious correlations Srinitish Srinivasan Karthik Seemakurthy 35 0 0 27 Jun 2024
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 33 18 0 11 Oct 2023
Knowledge-Based Counterfactual Queries for Visual Question Answering Theodoti Stoikou Maria Lymperaiou Giorgos Stamou AAML 26 1 0 05 Mar 2023
Delving into Identify-Emphasize Paradigm for Combating Unknown Bias Bowen Zhao Chen Chen Qian-Wei Wang Anfeng He Shutao Xia 29 1 0 22 Feb 2023
Men Also Do Laundry: Multi-Attribute Bias Amplification Dora Zhao Jerone T. A. Andrews Alice Xiang FaML 41 20 0 21 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
Probing Spurious Correlations in Popular Event-Based Rumor Detection Benchmarks Jiaying Wu Bryan Hooi 26 5 0 19 Sep 2022
Invariant Feature Learning for Generalized Long-Tailed Classification Kaihua Tang Mingyuan Tao Jiaxin Qi Zhenguang Liu Hanwang Zhang VLM 29 52 0 19 Jul 2022
Recent, rapid advancement in visual question answering architecture: a review V. Kodali Daniel Berleant 32 9 0 02 Mar 2022
Editing a classifier by rewriting its prediction rules Shibani Santurkar Dimitris Tsipras Mahalaxmi Elango David Bau Antonio Torralba A. Madry KELM 177 89 0 02 Dec 2021
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning Pan Lu Liang Qiu Jiaqi Chen Tony Xia Yizhou Zhao Wei Zhang Zhou Yu Xiaodan Liang Song-Chun Zhu AIMat 39 183 0 25 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
BiaSwap: Removing dataset bias with bias-tailored swapping augmentation Eungyeup Kim Jihyeon Janel Lee Jaegul Choo 25 86 0 23 Aug 2021
Interventional Video Grounding with Dual Contrastive Learning Guoshun Nan Rui Qiao Yao Xiao Jun Liu Sicong Leng H. Zhang Wei Lu 23 144 0 21 Jun 2021
Towards Robust Classification Model by Counterfactual and Invariant Data Generation C. Chang George Adam Anna Goldenberg OOD CML 21 31 0 02 Jun 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
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
Shift Equivariance in Object Detection M. Manfredi Yu Wang ObjD 17 18 0 13 Aug 2020
Counterfactual VQA: A Cause-Effect Look at Language Bias Yulei Niu Kaihua Tang Hanwang Zhang Zhiwu Lu Xiansheng Hua Ji-Rong Wen CML 36 394 0 08 Jun 2020
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 152 1,464 0 06 Jun 2016