Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA
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Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models

1 June 2021

Papers citing "Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models"

12 / 12 papers shown

Title
FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning Jie Ma Zhitao Gao Qi Chai J. Liu P. Wang Jing Tao Zhou Su 48 0 0 01 Apr 2025
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples Baiqi Li Zhiqiu Lin Wenxuan Peng Jean de Dieu Nyandwi Daniel Jiang Zixian Ma Simran Khanuja Ranjay Krishna Graham Neubig Deva Ramanan AAML CoGe VLM 66 21 0 18 Oct 2024
Evaluating Durability: Benchmark Insights into Multimodal Watermarking Jielin Qiu William Jongwon Han Xuandong Zhao Shangbang Long Christos Faloutsos Lei Li 51 1 0 06 Jun 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 35 4 0 18 Apr 2024
Uncovering Hidden Connections: Iterative Search and Reasoning for Video-grounded Dialog Haoyu Zhang Meng Liu Yaowei Wang Da Cao Weili Guan Liqiang Nie 28 0 0 11 Oct 2023
BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA Models Ali Borji CoGe 10 1 0 28 Jan 2023
Robustness of Fusion-based Multimodal Classifiers to Cross-Modal Content Dilutions Gaurav Verma Vishwa Vinay Ryan A. Rossi Srijan Kumar VLM AAML 11 8 0 04 Nov 2022
Multimodal Learning with Transformers: A Survey P. Xu Xiatian Zhu David A. Clifton ViT 41 522 0 13 Jun 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 42 29 0 15 Mar 2022
Measuring CLEVRness: Blackbox testing of Visual Reasoning Models Spyridon Mouselinos Henryk Michalewski Mateusz Malinowski 13 3 0 24 Feb 2022
VinVL: Revisiting Visual Representations in Vision-Language Models Pengchuan Zhang Xiujun Li Xiaowei Hu Jianwei Yang Lei Zhang Lijuan Wang Yejin Choi Jianfeng Gao ObjD VLM 252 157 0 02 Jan 2021
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 190 576 0 02 May 2018