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

5 December 2019

Devi Parikh

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

50 / 55 papers shown

Title
What to align in multimodal contrastive learning? Benoit Dufumier J. Castillo-Navarro D. Tuia Jean-Philippe Thiran 118 4 0 11 Sep 2024
GPT4RoI: Instruction Tuning Large Language Model on Region-of-Interest Shilong Zhang Pei Sun Shoufa Chen Min Xiao Wenqi Shao Wenwei Zhang Yu Liu Kai-xiang Chen Ping Luo MLLM VLM 136 233 0 07 Jul 2023
The Dialogue Dodecathlon: Open-Domain Knowledge and Image Grounded Conversational Agents Kurt Shuster Da Ju Stephen Roller Emily Dinan Y-Lan Boureau Jason Weston 74 82 0 09 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 439 20,181 0 23 Oct 2019
UNITER: UNiversal Image-TExt Representation Learning Yen-Chun Chen Linjie Li Licheng Yu Ahmed El Kholy Faisal Ahmed Zhe Gan Yu Cheng Jingjing Liu VLM OT 110 447 0 25 Sep 2019
Unified Vision-Language Pre-Training for Image Captioning and VQA Luowei Zhou Hamid Palangi Lei Zhang Houdong Hu Jason J. Corso Jianfeng Gao MLLM VLM 352 941 0 24 Sep 2019
Stochastic Filter Groups for Multi-Task CNNs: Learning Specialist and Generalist Convolution Kernels Felix J. S. Bragman Ryutaro Tanno Sebastien Ourselin Daniel C. Alexander M. Jorge Cardoso 62 85 0 26 Aug 2019
VL-BERT: Pre-training of Generic Visual-Linguistic Representations Weijie Su Xizhou Zhu Yue Cao Bin Li Lewei Lu Furu Wei Jifeng Dai VLM MLLM SSL 155 1,666 0 22 Aug 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 247 2,483 0 20 Aug 2019
Unicoder-VL: A Universal Encoder for Vision and Language by Cross-modal Pre-training Gen Li Nan Duan Yuejian Fang Ming Gong Daxin Jiang Ming Zhou SSL VLM MLLM 202 905 0 16 Aug 2019
Fusion of Detected Objects in Text for Visual Question Answering Chris Alberti Jeffrey Ling Michael Collins David Reitter 62 173 0 14 Aug 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 138 1,955 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 229 3,684 0 06 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 659 24,464 0 26 Jul 2019
SpanBERT: Improving Pre-training by Representing and Predicting Spans Mandar Joshi Danqi Chen Yinhan Liu Daniel S. Weld Luke Zettlemoyer Omer Levy 147 1,965 0 24 Jul 2019
OmniNet: A unified architecture for multi-modal multi-task learning Subhojeet Pramanik Priyanka Agrawal A. Hussain 41 41 0 17 Jul 2019
BAM! Born-Again Multi-Task Networks for Natural Language Understanding Kevin Clark Minh-Thang Luong Urvashi Khandelwal Christopher D. Manning Quoc V. Le 62 230 0 10 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 232 8,433 0 19 Jun 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas Guibas Jitendra Malik Silvio Savarese 103 517 0 18 May 2019
Many Task Learning with Task Routing Gjorgji Strezoski Nanne van Noord Marcel Worring MoE 64 96 0 28 Mar 2019
GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering Drew A. Hudson Christopher D. Manning CoGe NAI 59 137 0 25 Feb 2019
Multi-Task Deep Neural Networks for Natural Language Understanding Xiaodong Liu Pengcheng He Weizhu Chen Jianfeng Gao AI4CE 127 1,271 0 31 Jan 2019
Cross-lingual Language Model Pretraining Guillaume Lample Alexis Conneau 82 2,747 0 22 Jan 2019
Multi-task Learning of Hierarchical Vision-Language Representation Duy-Kien Nguyen Takayuki Okatani 88 52 0 03 Dec 2018
From Recognition to Cognition: Visual Commonsense Reasoning Rowan Zellers Yonatan Bisk Ali Farhadi Yejin Choi LRM BDL OCL ReLM 158 881 0 27 Nov 2018
Visual Entailment Task for Visually-Grounded Language Learning Ning Xie Farley Lai Derek Doran Asim Kadav 44 53 0 26 Nov 2018
A Corpus for Reasoning About Natural Language Grounded in Photographs Alane Suhr Stephanie Zhou Ally Zhang Iris Zhang Huajun Bai Yoav Artzi LRM 103 604 0 01 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 142 645 0 20 Jun 2018
Neural Baby Talk Jiasen Lu Jianwei Yang Dhruv Batra Devi Parikh VLM 230 435 0 27 Mar 2018
Stacked Cross Attention for Image-Text Matching Kuang-Huei Lee Xi Chen G. Hua Houdong Hu Xiaodong He 84 1,151 0 21 Mar 2018
MAttNet: Modular Attention Network for Referring Expression Comprehension Licheng Yu Zhe Lin Xiaohui Shen Jimei Yang Xin Lu Joey Tianyi Zhou Tamara L. Berg ObjD 97 828 0 24 Jan 2018
Embodied Question Answering Abhishek Das Samyak Datta Georgia Gkioxari Stefan Lee Devi Parikh Dhruv Batra LM&Ro 93 646 0 30 Nov 2017
Vision-and-Language Navigation: Interpreting visually-grounded navigation instructions in real environments Peter Anderson Qi Wu Damien Teney Jake Bruce Mark Johnson Niko Sünderhauf Ian Reid Stephen Gould Anton Van Den Hengel LM&Ro 95 1,308 0 20 Nov 2017
Decoupled Weight Decay Regularization I. Loshchilov Frank Hutter OffRL 144 2,142 0 14 Nov 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 121 4,216 0 25 Jul 2017
Distral: Robust Multitask Reinforcement Learning Yee Whye Teh V. Bapst Wojciech M. Czarnecki John Quan J. Kirkpatrick R. Hadsell N. Heess Razvan Pascanu 161 553 0 13 Jul 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 149 2,828 0 15 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
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 342 3,246 0 02 Dec 2016
Modeling Relationships in Referential Expressions with Compositional Modular Networks Ronghang Hu Marcus Rohrbach Jacob Andreas Trevor Darrell Kate Saenko 82 406 0 30 Nov 2016
Visual Dialog Abhishek Das Satwik Kottur Khushi Gupta Avi Singh Deshraj Yadav José M. F. Moura Devi Parikh Dhruv Batra 142 998 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 106 428 0 23 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 517 10,330 0 16 Nov 2016
Reinforcement Learning with Unsupervised Auxiliary Tasks Max Jaderberg Volodymyr Mnih Wojciech M. Czarnecki Tom Schaul Joel Z Leibo David Silver Koray Kavukcuoglu SSL 106 1,228 0 16 Nov 2016
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory Iasonas Kokkinos SSeg SSL 142 673 0 07 Sep 2016
Adversarial Feature Learning Jiasen Lu Philipp Krahenbuhl Trevor Darrell GAN 109 1,610 0 31 May 2016
Cross-stitch Networks for Multi-task Learning Ishan Misra Abhinav Shrivastava Abhinav Gupta M. Hebert 90 1,348 0 12 Apr 2016
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations Ranjay Krishna Yuke Zhu Oliver Groth Justin Johnson Kenji Hata ... Yannis Kalantidis Li Li David A. Shamma Michael S. Bernstein Fei-Fei Li 217 5,747 0 23 Feb 2016
Actor-Mimic: Deep Multitask and Transfer Reinforcement Learning Emilio Parisotto Jimmy Lei Ba Ruslan Salakhutdinov OffRL 86 599 0 19 Nov 2015