Generating and Evaluating Explanations of Attended and Error-Inducing
Input Regions for VQA Models

Generating and Evaluating Explanations of Attended and Error-Inducing Input Regions for VQA Models

26 March 2021

Michael Cogswell

Giedrius Burachas

Papers citing "Generating and Evaluating Explanations of Attended and Error-Inducing Input Regions for VQA Models"

16 / 16 papers shown

Title
A Study on Multimodal and Interactive Explanations for Visual Question Answering Kamran Alipour J. Schulze Yi Yao Avi Ziskind Giedrius Burachas 43 27 0 01 Mar 2020
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 111 1,939 0 09 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 197 3,659 0 06 Aug 2019
RISE: Randomized Input Sampling for Explanation of Black-box Models Vitali Petsiuk Abir Das Kate Saenko FAtt 136 1,164 0 19 Jun 2018
Learning to Act Properly: Predicting and Explaining Affordances from Images Ching-Yao Chuang Jiaman Li Antonio Torralba Sanja Fidler 47 101 0 20 Dec 2017
Exploring Human-like Attention Supervision in Visual Question Answering Tingting Qiao Jianfeng Dong Duanqing Xu 33 104 0 19 Sep 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 102 4,201 0 25 Jul 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 222 4,229 0 22 Jun 2017
Show, Ask, Attend, and Answer: A Strong Baseline For Visual Question Answering V. Kazemi Ali Elqursh OOD 54 184 0 11 Apr 2017
It Takes Two to Tango: Towards Theory of AI's Mind Arjun Chandrasekaran Deshraj Yadav Prithvijit Chattopadhyay Viraj Prabhu Devi Parikh 61 54 0 03 Apr 2017
Who is Mistaken? Benjamin Eysenbach Carl Vondrick Antonio Torralba 47 16 0 04 Dec 2016
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 297 3,187 0 02 Dec 2016
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions? Abhishek Das Harsh Agrawal C. L. Zitnick Devi Parikh Dhruv Batra 85 465 0 11 Jun 2016
Adversarial Feature Learning Jiasen Lu Philipp Krahenbuhl Trevor Darrell GAN 88 1,608 0 31 May 2016
Stacked Attention Networks for Image Question Answering Zichao Yang Xiaodong He Jianfeng Gao Li Deng Alex Smola BDL 93 1,875 0 07 Nov 2015
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 302 33,445 0 16 Oct 2013