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Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting

Oct 04, 2020
Sayna Ebrahimi, Suzanne Petryk, Akash Gokul, William Gan, Joseph E. Gonzalez, Marcus Rohrbach, Trevor Darrell


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TextCaps: a Dataset for Image Captioning with Reading Comprehension

Mar 24, 2020
Oleksii Sidorov, Ronghang Hu, Marcus Rohrbach, Amanpreet Singh

* https://textvqa.org/textcaps 

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Adversarial Continual Learning

Mar 21, 2020
Sayna Ebrahimi, Franziska Meier, Roberto Calandra, Trevor Darrell, Marcus Rohrbach


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In Defense of Grid Features for Visual Question Answering

Jan 10, 2020
Huaizu Jiang, Ishan Misra, Marcus Rohrbach, Erik Learned-Miller, Xinlei Chen


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Iterative Answer Prediction with Pointer-Augmented Multimodal Transformers for TextVQA

Dec 05, 2019
Ronghang Hu, Amanpreet Singh, Trevor Darrell, Marcus Rohrbach


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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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Decoupling Representation and Classifier for Long-Tailed Recognition

Oct 21, 2019
Bingyi Kang, Saining Xie, Marcus Rohrbach, Zhicheng Yan, Albert Gordo, Jiashi Feng, Yannis Kalantidis


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Uncertainty-guided Continual Learning with Bayesian Neural Networks

Jun 06, 2019
Sayna Ebrahimi, Mohamed Elhoseiny, Trevor Darrell, Marcus Rohrbach


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Learning to Generate Grounded Image Captions without Localization Supervision

Jun 01, 2019
Chih-Yao Ma, Yannis Kalantidis, Ghassan AlRegib, Peter Vajda, Marcus Rohrbach, Zsolt Kira


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Towards VQA Models That Can Read

May 13, 2019
Amanpreet Singh, Vivek Natarajan, Meet Shah, Yu Jiang, Xinlei Chen, Dhruv Batra, Devi Parikh, Marcus Rohrbach

* CVPR 2019 

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Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution

Apr 30, 2019
Yunpeng Chen, Haoqi Fan, Bing Xu, Zhicheng Yan, Yannis Kalantidis, Marcus Rohrbach, Shuicheng Yan, Jiashi Feng


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Continual Learning with Tiny Episodic Memories

Mar 20, 2019
Arslan Chaudhry, Marcus Rohrbach, Mohamed Elhoseiny, Thalaiyasingam Ajanthan, Puneet K. Dokania, Philip H. S. Torr, Marc'Aurelio Ranzato


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CLEVR-Dialog: A Diagnostic Dataset for Multi-Round Reasoning in Visual Dialog

Mar 07, 2019
Satwik Kottur, José M. F. Moura, Devi Parikh, Dhruv Batra, Marcus Rohrbach

* 13 pages, 11 figures, 3 tables, accepted as short paper at NAACL 2019 

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Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering

Feb 21, 2019
Ramakrishna Vedantam, Karan Desai, Stefan Lee, Marcus Rohrbach, Dhruv Batra, Devi Parikh

* 15 pages, 3 figures, 2 tables 

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Cycle-Consistency for Robust Visual Question Answering

Feb 15, 2019
Meet Shah, Xinlei Chen, Marcus Rohrbach, Devi Parikh

* Technical Report 

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DMC-Net: Generating Discriminative Motion Cues for Fast Compressed Video Action Recognition

Jan 11, 2019
Zheng Shou, Zhicheng Yan, Yannis Kalantidis, Laura Sevilla-Lara, Marcus Rohrbach, Xudong Lin, Shih-Fu Chang


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Efficient Lifelong Learning with A-GEM

Jan 09, 2019
Arslan Chaudhry, Marc'Aurelio Ranzato, Marcus Rohrbach, Mohamed Elhoseiny

* Published as a conference paper at ICLR 2019 

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Exploring the Challenges towards Lifelong Fact Learning

Dec 26, 2018
Mohamed Elhoseiny, Francesca Babiloni, Rahaf Aljundi, Marcus Rohrbach, Manohar Paluri, Tinne Tuytelaars

* This work got published at ACCV 2018 as a main conference paper 

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Grounded Video Description

Dec 17, 2018
Luowei Zhou, Yannis Kalantidis, Xinlei Chen, Jason J. Corso, Marcus Rohrbach

* 19 pages including Appendix 

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Adversarial Inference for Multi-Sentence Video Description

Dec 13, 2018
Jae Sung Park, Marcus Rohrbach, Trevor Darrell, Anna Rohrbach


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Graph-Based Global Reasoning Networks

Nov 30, 2018
Yunpeng Chen, Marcus Rohrbach, Zhicheng Yan, Shuicheng Yan, Jiashi Feng, Yannis Kalantidis


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Selfless Sequential Learning

Oct 08, 2018
Rahaf Aljundi, Marcus Rohrbach, Tinne Tuytelaars


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Memory Aware Synapses: Learning what (not) to forget

Oct 05, 2018
Rahaf Aljundi, Francesca Babiloni, Mohamed Elhoseiny, Marcus Rohrbach, Tinne Tuytelaars

* ECCV 2018 

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Large-Scale Visual Relationship Understanding

Sep 14, 2018
Ji Zhang, Yannis Kalantidis, Marcus Rohrbach, Manohar Paluri, Ahmed Elgammal, Mohamed Elhoseiny


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Visual Coreference Resolution in Visual Dialog using Neural Module Networks

Sep 06, 2018
Satwik Kottur, José M. F. Moura, Devi Parikh, Dhruv Batra, Marcus Rohrbach

* ECCV 2018 + results on VisDial v1.0 dataset 

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Pythia v0.1: the Winning Entry to the VQA Challenge 2018

Jul 27, 2018
Yu Jiang, Vivek Natarajan, Xinlei Chen, Marcus Rohrbach, Dhruv Batra, Devi Parikh


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Multimodal Explanations: Justifying Decisions and Pointing to the Evidence

Feb 15, 2018
Dong Huk Park, Lisa Anne Hendricks, Zeynep Akata, Anna Rohrbach, Bernt Schiele, Trevor Darrell, Marcus Rohrbach

* arXiv admin note: text overlap with arXiv:1612.04757 

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