Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in
Visual Question Answering

Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering

7 April 2021

Corentin Dancette

Papers citing "Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering"

11 / 11 papers shown

Title
Co-occurrence is not Factual Association in Language Models Xiao Zhang Miao Li Ji Wu KELM 59 2 0 21 Sep 2024
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 30 4 0 18 Apr 2024
VideoDistill: Language-aware Vision Distillation for Video Question Answering Bo Zou Chao Yang Yu Qiao Chengbin Quan Youjian Zhao VGen 39 1 0 01 Apr 2024
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 16 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
Rectify ViT Shortcut Learning by Visual Saliency Chong Ma Lin Zhao Yuzhong Chen David Liu Xi Jiang Tuo Zhang Xintao Hu Dinggang Shen Dajiang Zhu Tianming Liu ViT 20 20 0 17 Jun 2022
Bootstrapping Multi-view Representations for Fake News Detection Qichao Ying Xiaoxiao Hu Yangming Zhou Zhenxing Qian Dan Zeng Shiming Ge 11 45 0 12 Jun 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mañdziuk 107 41 0 28 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 22 39 0 15 Jan 2022
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz A. Schwing Tamir Hazan 51 88 0 21 Oct 2020
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 138 287 0 14 Mar 2020