Evaluating Explanation Methods for Vision-and-Language Navigation

10 October 2023

Jia Pan

Papers citing "Evaluating Explanation Methods for Vision-and-Language Navigation"

23 / 23 papers shown

Title
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 183 118 0 22 Sep 2022
ADAPT: Vision-Language Navigation with Modality-Aligned Action Prompts Bingqian Lin Yi Zhu Zicong Chen Xiwen Liang Jian-zhuo Liu Xiaodan Liang LM&Ro 89 51 0 31 May 2022
Vision-Language Navigation with Random Environmental Mixup Chong Liu Fengda Zhu Xiaojun Chang Xiaodan Liang Zongyuan Ge Yi-Dong Shen LM&Ro 92 86 0 15 Jun 2021
The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations Peter Hase Harry Xie Joey Tianyi Zhou OODD LRM FAtt 85 91 0 01 Jun 2021
Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification G. Chrysostomou Nikolaos Aletras 71 38 0 06 May 2021
Evaluating Saliency Methods for Neural Language Models Shuoyang Ding Philipp Koehn FAtt XAI 43 55 0 12 Apr 2021
A Recurrent Vision-and-Language BERT for Navigation Yicong Hong Qi Wu Yuankai Qi Cristian Rodriguez-Opazo Stephen Gould LM&Ro 104 301 0 26 Nov 2020
Room-Across-Room: Multilingual Vision-and-Language Navigation with Dense Spatiotemporal Grounding Alexander Ku Peter Anderson Roma Patel Eugene Ie Jason Baldridge 93 308 0 15 Oct 2020
Explainability in Deep Reinforcement Learning Alexandre Heuillet Fabien Couthouis Natalia Díaz Rodríguez XAI 166 282 0 15 Aug 2020
Object-and-Action Aware Model for Visual Language Navigation Yuankai Qi Zizheng Pan Shengping Zhang Anton Van Den Hengel Qi Wu LM&Ro 53 112 0 29 Jul 2020
Active Visual Information Gathering for Vision-Language Navigation Hanqing Wang Wenguan Wang Tianmin Shu Wei Liang Jianbing Shen 128 73 0 15 Jul 2020
Why Attentions May Not Be Interpretable? Bing Bai Jian Liang Guanhua Zhang Hao Li Kun Bai Fei Wang FAtt 53 60 0 10 Jun 2020
Learning to Deceive with Attention-Based Explanations Danish Pruthi Mansi Gupta Bhuwan Dhingra Graham Neubig Zachary Chase Lipton 77 193 0 17 Sep 2019
What Does BERT Look At? An Analysis of BERT's Attention Kevin Clark Urvashi Khandelwal Omer Levy Christopher D. Manning MILM 218 1,598 0 11 Jun 2019
Are You Looking? Grounding to Multiple Modalities in Vision-and-Language Navigation Ronghang Hu Daniel Fried Anna Rohrbach Dan Klein Trevor Darrell Kate Saenko 66 97 0 02 Jun 2019
Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned Elena Voita David Talbot F. Moiseev Rico Sennrich Ivan Titov 114 1,141 0 23 May 2019
Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout Hao Tan Licheng Yu Joey Tianyi Zhou SSL 88 318 0 08 Apr 2019
A Benchmark for Interpretability Methods in Deep Neural Networks Sara Hooker D. Erhan Pieter-Jan Kindermans Been Kim FAtt UQCV 111 682 0 28 Jun 2018
Speaker-Follower Models for Vision-and-Language Navigation Daniel Fried Ronghang Hu Volkan Cirik Anna Rohrbach Jacob Andreas Louis-Philippe Morency Taylor Berg-Kirkpatrick Kate Saenko Dan Klein Trevor Darrell LM&Ro LRM 317 501 0 07 Jun 2018
Matterport3D: Learning from RGB-D Data in Indoor Environments Angel X. Chang Angela Dai Thomas Funkhouser Maciej Halber Matthias Nießner Manolis Savva Shuran Song Andy Zeng Yinda Zhang 3DV 3DPC 189 1,901 0 18 Sep 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 188 5,989 0 04 Mar 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 321 20,023 0 07 Oct 2016
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 312 7,308 0 20 Dec 2013