Analyzing the Behavior of Visual Question Answering Models

23 June 2016

Devi Parikh

Papers citing "Analyzing the Behavior of Visual Question Answering Models"

38 / 188 papers shown

Title
A Knowledge-Grounded Multimodal Search-Based Conversational Agent Shubham Agarwal Ondrej Dusek Ioannis Konstas Verena Rieser 31 22 0 20 Oct 2018
Overcoming Language Priors in Visual Question Answering with Adversarial Regularization S. Ramakrishnan Aishwarya Agrawal Stefan Lee AAML 20 235 0 08 Oct 2018
LiveBot: Generating Live Video Comments Based on Visual and Textual Contexts Shuming Ma Lei Cui Damai Dai Furu Wei Xu Sun VGen 28 61 0 13 Sep 2018
How clever is the FiLM model, and how clever can it be? A. Kuhnle Huiyuan Xie Ann A. Copestake 30 6 0 09 Sep 2018
Visual Coreference Resolution in Visual Dialog using Neural Module Networks Satwik Kottur José M. F. Moura Devi Parikh Dhruv Batra Marcus Rohrbach 24 164 0 06 Sep 2018
What Makes Reading Comprehension Questions Easier? Saku Sugawara Kentaro Inui Satoshi Sekine Akiko Aizawa 31 117 0 28 Aug 2018
Visual Referring Expression Recognition: What Do Systems Actually Learn? Volkan Cirik Louis-Philippe Morency Taylor Berg-Kirkpatrick 34 63 0 30 May 2018
A new dataset and model for learning to understand navigational instructions Ozan Arkan Can Deniz Yuret 26 1 0 21 May 2018
Did the Model Understand the Question? Pramod Kaushik Mudrakarta Ankur Taly Mukund Sundararajan Kedar Dhamdhere ELM OOD FAtt 27 196 0 14 May 2018
Customized Image Narrative Generation via Interactive Visual Question Generation and Answering Andrew Shin Yoshitaka Ushiku Tatsuya Harada 44 7 0 27 Apr 2018
Question Type Guided Attention in Visual Question Answering Yang Shi Tommaso Furlanello Sheng Zha Anima Anandkumar 28 46 0 06 Apr 2018
Inverse Visual Question Answering: A New Benchmark and VQA Diagnosis Tool Feng Liu Tao Xiang Timothy M. Hospedales Wankou Yang Changyin Sun 30 29 0 16 Mar 2018
A Dataset and Architecture for Visual Reasoning with a Working Memory G. R. Yang Igor Ganichev Xiao-Jing Wang Jonathon Shlens David Sussillo 14 54 0 16 Mar 2018
Compositional Attention Networks for Machine Reasoning Drew A. Hudson Christopher D. Manning BDL OOD LRM 32 572 0 08 Mar 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 50 1,160 0 06 Mar 2018
Exact and Consistent Interpretation for Piecewise Linear Neural Networks: A Closed Form Solution Lingyang Chu X. Hu Juhua Hu Lanjun Wang J. Pei 17 99 0 17 Feb 2018
Tell-and-Answer: Towards Explainable Visual Question Answering using Attributes and Captions Qing Li Jianlong Fu D. Yu Tao Mei Jiebo Luo FAtt XAI CoGe 51 60 0 27 Jan 2018
Structured Triplet Learning with POS-tag Guided Attention for Visual Question Answering Zhe Wang Xiaoyi Liu Liangjian Chen Limin Wang Yu Qiao Xiaohui Xie Charless C. Fowlkes 29 14 0 24 Jan 2018
Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering Aishwarya Agrawal Dhruv Batra Devi Parikh Aniruddha Kembhavi OOD 67 582 0 01 Dec 2017
A Novel Framework for Robustness Analysis of Visual QA Models Jia-Hong Huang Cuong Duc Dao Modar Alfadly Guohao Li AAML OOD 27 34 0 16 Nov 2017
iVQA: Inverse Visual Question Answering Feng Liu Tao Xiang Timothy M. Hospedales Wankou Yang Changyin Sun 39 48 0 10 Oct 2017
Learning Functional Causal Models with Generative Neural Networks Hugo Jair Escalante Sergio Escalera Xavier Baro Isabelle M Guyon Umut Güçlü Marcel van Gerven CML BDL 20 107 0 15 Sep 2017
Deep learning evaluation using deep linguistic processing A. Kuhnle Ann A. Copestake ELM 33 11 0 05 Jun 2017
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 15 2,867 0 26 May 2017
FOIL it! Find One mismatch between Image and Language caption Ravi Shekhar Sandro Pezzelle Yauhen Klimovich Aurélie Herbelot Moin Nabi E. Sangineto Raffaella Bernardi 25 137 0 03 May 2017
C-VQA: A Compositional Split of the Visual Question Answering (VQA) v1.0 Dataset Aishwarya Agrawal Aniruddha Kembhavi Dhruv Batra Devi Parikh CoGe 26 80 0 26 Apr 2017
Being Negative but Constructively: Lessons Learnt from Creating Better Visual Question Answering Datasets Wei-Lun Chao Hexiang Hu Fei Sha 22 37 0 24 Apr 2017
ShapeWorld - A new test methodology for multimodal language understanding A. Kuhnle Ann A. Copestake 33 66 0 14 Apr 2017
It Takes Two to Tango: Towards Theory of AI's Mind Arjun Chandrasekaran Deshraj Yadav Prithvijit Chattopadhyay Viraj Prabhu Devi Parikh 38 54 0 03 Apr 2017
Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks Tanmay Gupta Kevin J. Shih Saurabh Singh Derek Hoiem 37 26 0 02 Apr 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 53 2,322 0 20 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 143 3,130 0 02 Dec 2016
Visual Dialog Abhishek Das Satwik Kottur Khushi Gupta Avi Singh Deshraj Yadav José M. F. Moura Devi Parikh Dhruv Batra 69 990 0 26 Nov 2016
GuessWhat?! Visual object discovery through multi-modal dialogue H. D. Vries Florian Strub A. Chandar Olivier Pietquin Hugo Larochelle Aaron Courville VLM 35 427 0 23 Nov 2016
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 68 19,607 0 07 Oct 2016
Visual Question Answering: Datasets, Algorithms, and Future Challenges Kushal Kafle Christopher Kanan OOD 30 235 0 05 Oct 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 167 1,465 0 06 Jun 2016
Counting Everyday Objects in Everyday Scenes Prithvijit Chattopadhyay Ramakrishna Vedantam Ramprasaath R. Selvaraju Dhruv Batra Devi Parikh 22 156 0 12 Apr 2016