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Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions

8 June 2021

Papers citing "Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions"

31 / 31 papers shown

Title
ColorFoil: Investigating Color Blindness in Large Vision and Language Models Ahnaf Mozib Samin M. F. Ahmed Md. Mushtaq Shahriyar Rafee VLM 93 3 0 19 May 2024
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 117 687 0 06 Nov 2020
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz Alex Schwing Tamir Hazan 88 92 0 21 Oct 2020
CausaLM: Causal Model Explanation Through Counterfactual Language Models Amir Feder Nadav Oved Uri Shalit Roi Reichart CML LRM 95 161 0 27 May 2020
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law Damien Teney Kushal Kafle Robik Shrestha Ehsan Abbasnejad Christopher Kanan Anton Van Den Hengel OODD OOD 70 147 0 19 May 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 208 1,104 0 08 May 2020
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 204 292 0 14 Mar 2020
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing Vedika Agarwal Rakshith Shetty Mario Fritz CML AAML 68 158 0 16 Dec 2019
Large-scale Pretraining for Visual Dialog: A Simple State-of-the-Art Baseline Vishvak Murahari Dhruv Batra Devi Parikh Abhishek Das VLM 83 116 0 05 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 511 42,449 0 03 Dec 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 91 569 0 26 Sep 2019
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation Arijit Ray Karan Sikka Ajay Divakaran Stefan Lee Giedrius Burachas 58 65 0 10 Sep 2019
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark Mark Yatskar Luke Zettlemoyer OOD 76 465 0 09 Sep 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 138 1,955 0 09 Aug 2019
Deep Modular Co-Attention Networks for Visual Question Answering Zhou Yu Jun Yu Yuhao Cui Dacheng Tao Q. Tian 87 806 0 25 Jun 2019
RUBi: Reducing Unimodal Biases in Visual Question Answering Rémi Cadène Corentin Dancette H. Ben-younes Matthieu Cord Devi Parikh CML 96 373 0 24 Jun 2019
Challenges and Prospects in Vision and Language Research Kushal Kafle Robik Shrestha Christopher Kanan 43 41 0 19 Apr 2019
Factor Graph Attention Idan Schwartz Seunghak Yu Tamir Hazan Alex Schwing 72 110 0 11 Apr 2019
Cycle-Consistency for Robust Visual Question Answering Meet Shah Xinlei Chen Marcus Rohrbach Devi Parikh OOD 59 190 0 15 Feb 2019
Counterfactual Fairness in Text Classification through Robustness Sahaj Garg Vincent Perot Nicole Limtiaco Ankur Taly Ed H. Chi Alex Beutel 99 261 0 27 Sep 2018
Pythia v0.1: the Winning Entry to the VQA Challenge 2018 Yu Jiang Vivek Natarajan Xinlei Chen Marcus Rohrbach Dhruv Batra Devi Parikh VLM 59 203 0 26 Jul 2018
Bilinear Attention Networks Jin-Hwa Kim Jaehyun Jun Byoung-Tak Zhang AIMat 87 875 0 21 May 2018
Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering Aishwarya Agrawal Dhruv Batra Devi Parikh Aniruddha Kembhavi OOD 152 585 0 01 Dec 2017
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 121 4,216 0 25 Jul 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 342 3,246 0 02 Dec 2016
Visual Dialog Abhishek Das Satwik Kottur Khushi Gupta Avi Singh Deshraj Yadav José M. F. Moura Devi Parikh Dhruv Batra 142 998 0 26 Nov 2016
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 299 1,465 0 06 Jun 2016
Adversarial Feature Learning Jiasen Lu Philipp Krahenbuhl Trevor Darrell GAN 111 1,610 0 31 May 2016
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 248 2,722 0 20 Nov 2015
Stacked Attention Networks for Image Question Answering Zichao Yang Xiaodong He Jianfeng Gao Li Deng Alex Smola BDL 107 1,882 0 07 Nov 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 202 5,478 0 03 May 2015