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Towards General Purpose Vision Systems

1 April 2021

Papers citing "Towards General Purpose Vision Systems"

50 / 66 papers shown

Title
Locality Alignment Improves Vision-Language Models Ian Covert Tony Sun James Zou Tatsunori Hashimoto VLM 245 7 0 14 Oct 2024
Perceiver IO: A General Architecture for Structured Inputs & Outputs Andrew Jaegle Sebastian Borgeaud Jean-Baptiste Alayrac Carl Doersch Catalin Ionescu ... Olivier J. Hénaff M. Botvinick Andrew Zisserman Oriol Vinyals João Carreira MLLM VLM GNN 98 584 0 30 Jul 2021
Separating Skills and Concepts for Novel Visual Question Answering Spencer Whitehead Hui Wu Heng Ji Rogerio Feris Kate Saenko CoGe 92 34 0 19 Jul 2021
MERLOT: Multimodal Neural Script Knowledge Models Rowan Zellers Ximing Lu Jack Hessel Youngjae Yu J. S. Park Jize Cao Ali Farhadi Yejin Choi VLM LRM 104 383 0 04 Jun 2021
E2E-VLP: End-to-End Vision-Language Pre-training Enhanced by Visual Learning Haiyang Xu Ming Yan Chenliang Li Bin Bi Songfang Huang Wenming Xiao Fei Huang VLM 91 119 0 03 Jun 2021
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Aishwarya Kamath Mannat Singh Yann LeCun Gabriel Synnaeve Ishan Misra Nicolas Carion ObjD VLM 190 890 0 26 Apr 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 173 753 0 18 Apr 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 83 78 0 07 Apr 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 212 1,024 0 04 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling Jie Lei Linjie Li Luowei Zhou Zhe Gan Tamara L. Berg Joey Tianyi Zhou Jingjing Liu CLIP 136 664 0 11 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 469 3,906 0 11 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 139 1,761 0 05 Feb 2021
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Joey Tianyi Zhou MLLM 348 543 0 04 Feb 2021
VinVL: Revisiting Visual Representations in Vision-Language Models Pengchuan Zhang Xiujun Li Xiaowei Hu Jianwei Yang Lei Zhang Lijuan Wang Yejin Choi Jianfeng Gao ObjD VLM 328 157 0 02 Jan 2021
Learning from Task Descriptions Orion Weller Nicholas Lourie Matt Gardner Matthew E. Peters 110 91 0 16 Nov 2020
X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal Transformers Jaemin Cho Jiasen Lu Dustin Schwenk Hannaneh Hajishirzi Aniruddha Kembhavi VLM MLLM 89 102 0 23 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 904 42,463 0 28 May 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 456 13,130 0 26 May 2020
UnifiedQA: Crossing Format Boundaries With a Single QA System Daniel Khashabi Sewon Min Tushar Khot Ashish Sabharwal Oyvind Tafjord Peter Clark Hannaneh Hajishirzi 153 742 0 02 May 2020
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Xiujun Li Xi Yin Chunyuan Li Pengchuan Zhang Xiaowei Hu ... Houdong Hu Li Dong Furu Wei Yejin Choi Jianfeng Gao VLM 150 1,947 0 13 Apr 2020
12-in-1: Multi-Task Vision and Language Representation Learning Jiasen Lu Vedanuj Goswami Marcus Rohrbach Devi Parikh Stefan Lee VLM ObjD 108 481 0 05 Dec 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 266 10,880 0 29 Oct 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 506 20,376 0 23 Oct 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 357 945 0 24 Sep 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 187 1,668 0 22 Aug 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 254 2,493 0 20 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 155 1,967 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 255 3,699 0 06 Aug 2019
Green AI Roy Schwartz Jesse Dodge Noah A. Smith Oren Etzioni 128 1,159 0 22 Jul 2019
From Recognition to Cognition: Visual Commonsense Reasoning Rowan Zellers Yonatan Bisk Ali Farhadi Yejin Choi LRM BDL OCL ReLM 186 883 0 27 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 95,324 0 11 Oct 2018
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 149 646 0 20 Jun 2018
Neural Baby Talk Jiasen Lu Jianwei Yang Dhruv Batra Devi Parikh VLM 237 436 0 27 Mar 2018
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang FaML 113 974 0 29 Jul 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 125 4,224 0 25 Jul 2017
One Model To Learn Them All Lukasz Kaiser Aidan Gomez Noam M. Shazeer Ashish Vaswani Niki Parmar Llion Jones Jakob Uszkoreit VLM ViT 80 334 0 16 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 808 132,725 0 12 Jun 2017
Learning Two-Branch Neural Networks for Image-Text Matching Tasks Liwei Wang Yin Li Jing-ling Huang Svetlana Lazebnik VLM 88 498 0 11 Apr 2017
Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks Tanmay Gupta Kevin J. Shih Saurabh Singh Derek Hoiem 91 26 0 02 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 381 27,275 0 20 Mar 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 355 3,273 0 02 Dec 2016
Visual Dialog Abhishek Das Satwik Kottur Khushi Gupta Avi Singh Deshraj Yadav José M. F. Moura Devi Parikh Dhruv Batra 157 1,004 0 26 Nov 2016
Phrase Localization and Visual Relationship Detection with Comprehensive Image-Language Cues Bryan A. Plummer Arun Mallya Christopher M. Cervantes Julia Hockenmaier Svetlana Lazebnik 105 189 0 21 Nov 2016
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 918 6,799 0 26 Sep 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 150 677 0 07 Sep 2016
FVQA: Fact-based Visual Question Answering Peng Wang Qi Wu Chunhua Shen Anton van den Hengel A. Dick CoGe 87 462 0 17 Jun 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 237 5,766 0 23 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
Ask Me Anything: Free-form Visual Question Answering Based on Knowledge from External Sources Qi Wu Peng Wang Chunhua Shen A. Dick Anton Van Den Hengel 75 372 0 22 Nov 2015