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Object-Centric Diagnosis of Visual Reasoning

Dec 21, 2020
Jianwei Yang, Jiayuan Mao, Jiajun Wu, Devi Parikh, David D. Cox, Joshua B. Tenenbaum, Chuang Gan


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KRISP: Integrating Implicit and Symbolic Knowledge for Open-Domain Knowledge-Based VQA

Dec 20, 2020
Kenneth Marino, Xinlei Chen, Devi Parikh, Abhinav Gupta, Marcus Rohrbach


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Creative Sketch Generation

Nov 19, 2020
Songwei Ge, Vedanuj Goswami, C. Lawrence Zitnick, Devi Parikh


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Where Are You? Localization from Embodied Dialog

Nov 16, 2020
Meera Hahn, Jacob Krantz, Dhruv Batra, Devi Parikh, James M. Rehg, Stefan Lee, Peter Anderson

* EMNLP 2020 

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Sim-to-Real Transfer for Vision-and-Language Navigation

Nov 07, 2020
Peter Anderson, Ayush Shrivastava, Joanne Truong, Arjun Majumdar, Devi Parikh, Dhruv Batra, Stefan Lee

* CoRL 2020 

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SOrT-ing VQA Models : Contrastive Gradient Learning for Improved Consistency

Oct 20, 2020
Sameer Dharur, Purva Tendulkar, Dhruv Batra, Devi Parikh, Ramprasaath R. Selvaraju


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The Open Catalyst 2020 (OC20) Dataset and Community Challenges

Oct 20, 2020
Lowik Chanussot, Abhishek Das, Siddharth Goyal, Thibaut Lavril, Muhammed Shuaibi, Morgane Riviere, Kevin Tran, Javier Heras-Domingo, Caleb Ho, Weihua Hu, Aini Palizhati, Anuroop Sriram, Brandon Wood, Junwoong Yoon, Devi Parikh, C. Lawrence Zitnick, Zachary Ulissi

* 28 pages, 10 figures, submitted to ACS Catalysis 

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An Introduction to Electrocatalyst Design using Machine Learning for Renewable Energy Storage

Oct 14, 2020
C. Lawrence Zitnick, Lowik Chanussot, Abhishek Das, Siddharth Goyal, Javier Heras-Domingo, Caleb Ho, Weihua Hu, Thibaut Lavril, Aini Palizhati, Morgane Riviere, Muhammed Shuaibi, Anuroop Sriram, Kevin Tran, Brandon Wood, Junwoong Yoon, Devi Parikh, Zachary Ulissi

* 27 pages 

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Contrast and Classify: Alternate Training for Robust VQA

Oct 13, 2020
Yash Kant, Abhinav Moudgil, Dhruv Batra, Devi Parikh, Harsh Agrawal


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Integrating Egocentric Localization for More Realistic Point-Goal Navigation Agents

Sep 07, 2020
Samyak Datta, Oleksandr Maksymets, Judy Hoffman, Stefan Lee, Dhruv Batra, Devi Parikh


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Dialog without Dialog Data: Learning Visual Dialog Agents from VQA Data

Jul 24, 2020
Michael Cogswell, Jiasen Lu, Rishabh Jain, Stefan Lee, Devi Parikh, Dhruv Batra

* 19 pages, 8 figures 

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Spatially Aware Multimodal Transformers for TextVQA

Jul 23, 2020
Yash Kant, Dhruv Batra, Peter Anderson, Alex Schwing, Devi Parikh, Jiasen Lu, Harsh Agrawal

* Accepted at European Conference on Computer Vision 2020 

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Seeing the Un-Scene: Learning Amodal Semantic Maps for Room Navigation

Jul 20, 2020
Medhini Narasimhan, Erik Wijmans, Xinlei Chen, Trevor Darrell, Dhruv Batra, Devi Parikh, Amanpreet Singh

* Published at the European Conference on Computer Vision, 2020 

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Neuro-Symbolic Generative Art: A Preliminary Study

Jul 04, 2020
Gunjan Aggarwal, Devi Parikh

* Accepted as a short paper at ICCC 2020 

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Feel The Music: Automatically Generating A Dance For An Input Song

Jun 23, 2020
Purva Tendulkar, Abhishek Das, Aniruddha Kembhavi, Devi Parikh

* 4 pages 

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Exploring Crowd Co-creation Scenarios for Sketches

May 22, 2020
Devi Parikh, C. Lawrence Zitnick


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Improving Vision-and-Language Navigation with Image-Text Pairs from the Web

May 01, 2020
Arjun Majumdar, Ayush Shrivastava, Stefan Lee, Peter Anderson, Devi Parikh, Dhruv Batra


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Are we pretraining it right? Digging deeper into visio-linguistic pretraining

Apr 19, 2020
Amanpreet Singh, Vedanuj Goswami, Devi Parikh

* 23 pages, 6 figures. First two authors contributed equally. More info at https://github.com/facebookresearch/pythia 

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Predicting A Creator's Preferences In, and From, Interactive Generative Art

Mar 03, 2020
Devi Parikh


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SQuINTing at VQA Models: Interrogating VQA Models with Sub-Questions

Jan 20, 2020
Ramprasaath R. Selvaraju, Purva Tendulkar, Devi Parikh, Eric Horvitz, Marco Ribeiro, Besmira Nushi, Ece Kamar


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Large-scale Pretraining for Visual Dialog: A Simple State-of-the-Art Baseline

Dec 05, 2019
Vishvak Murahari, Dhruv Batra, Devi Parikh, Abhishek Das


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12-in-1: Multi-Task Vision and Language Representation Learning

Dec 05, 2019
Jiasen Lu, Vedanuj Goswami, Marcus Rohrbach, Devi Parikh, Stefan Lee

* Jiasen Lu and Vedanuj Goswami contributed equally to this work 

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Decentralized Distributed PPO: Solving PointGoal Navigation

Nov 01, 2019
Erik Wijmans, Abhishek Kadian, Ari Morcos, Stefan Lee, Irfan Essa, Devi Parikh, Manolis Savva, Dhruv Batra


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Improving Generative Visual Dialog by Answering Diverse Questions

Oct 03, 2019
Vishvak Murahari, Prithvijit Chattopadhyay, Dhruv Batra, Devi Parikh, Abhishek Das

* EMNLP 2019 

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Unsupervised Discovery of Decision States for Transfer in Reinforcement Learning

Aug 15, 2019
Nirbhay Modhe, Prithvijit Chattopadhyay, Mohit Sharma, Abhishek Das, Devi Parikh, Dhruv Batra, Ramakrishna Vedantam


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ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks

Aug 06, 2019
Jiasen Lu, Dhruv Batra, Devi Parikh, Stefan Lee

* 11 pages, 5 figures 

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