Large-Scale Adversarial Training for Vision-and-Language Representation Learning

11 June 2020

Papers citing "Large-Scale Adversarial Training for Vision-and-Language Representation Learning"

50 / 104 papers shown

Title
Single-Stream Multi-Level Alignment for Vision-Language Pretraining Zaid Khan B. Vijaykumar Xiang Yu S. Schulter Manmohan Chandraker Y. Fu CLIP VLM 20 16 0 27 Mar 2022
UNIMO-2: End-to-End Unified Vision-Language Grounded Learning Wei Li Can Gao Guocheng Niu Xinyan Xiao Hao Liu Jiachen Liu Hua-Hong Wu Haifeng Wang MLLM 11 21 0 17 Mar 2022
Multi-modal Alignment using Representation Codebook Jiali Duan Liqun Chen Son Tran Jinyu Yang Yi Xu Belinda Zeng Trishul M. Chilimbi 28 67 0 28 Feb 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz X. Wang ViT VLM 189 499 0 22 Feb 2022
Vision-Language Pre-Training with Triple Contrastive Learning Jinyu Yang Jiali Duan Son N. Tran Yi Xu Sampath Chanda Liqun Chen Belinda Zeng Trishul M. Chilimbi Junzhou Huang VLM 29 289 0 21 Feb 2022
A Survey of Vision-Language Pre-Trained Models Yifan Du Zikang Liu Junyi Li Wayne Xin Zhao VLM 28 179 0 18 Feb 2022
VLP: A Survey on Vision-Language Pre-training Feilong Chen Duzhen Zhang Minglun Han Xiuyi Chen Jing Shi Shuang Xu Bo Xu VLM 82 213 0 18 Feb 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 53 850 0 07 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 392 4,137 0 28 Jan 2022
CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Jianwei Yang Xiyang Dai Bin Xiao Haoxuan You Shih-Fu Chang Lu Yuan CLIP VLM 22 39 0 15 Jan 2022
MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound Rowan Zellers Jiasen Lu Ximing Lu Youngjae Yu Yanpeng Zhao Mohammadreza Salehi Aditya Kusupati Jack Hessel Ali Farhadi Yejin Choi 26 207 0 07 Jan 2022
ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language Generation Han Zhang Weichong Yin Yewei Fang Lanxin Li Boqiang Duan Zhihua Wu Yu Sun Hao Tian Hua-Hong Wu Haifeng Wang 27 58 0 31 Dec 2021
Contrastive Vision-Language Pre-training with Limited Resources Quan Cui Boyan Zhou Yu Guo Weidong Yin Hao Wu Osamu Yoshie Yubo Chen VLM CLIP 19 32 0 17 Dec 2021
SGEITL: Scene Graph Enhanced Image-Text Learning for Visual Commonsense Reasoning Zhecan Wang Haoxuan You Liunian Harold Li Alireza Zareian Suji Park Yiqing Liang Kai-Wei Chang Shih-Fu Chang ReLM LRM 15 30 0 16 Dec 2021
Unified Multimodal Pre-training and Prompt-based Tuning for Vision-Language Understanding and Generation Tianyi Liu Zuxuan Wu Wenhan Xiong Jingjing Chen Yu-Gang Jiang VLM MLLM 32 10 0 10 Dec 2021
FLAVA: A Foundational Language And Vision Alignment Model Amanpreet Singh Ronghang Hu Vedanuj Goswami Guillaume Couairon Wojciech Galuba Marcus Rohrbach Douwe Kiela CLIP VLM 40 687 0 08 Dec 2021
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Changyao Tian Wenhai Wang Xizhou Zhu Jifeng Dai Yu Qiao VLM 32 69 0 26 Nov 2021
VIOLET : End-to-End Video-Language Transformers with Masked Visual-token Modeling Tsu-jui Fu Linjie Li Zhe Gan Kevin Qinghong Lin W. Wang Lijuan Wang Zicheng Liu VLM 39 216 0 24 Nov 2021
Scaling Up Vision-Language Pre-training for Image Captioning Xiaowei Hu Zhe Gan Jianfeng Wang Zhengyuan Yang Zicheng Liu Yumao Lu Lijuan Wang MLLM VLM 34 246 0 24 Nov 2021
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Faisal Ahmed Zicheng Liu Yumao Lu Lijuan Wang 24 111 0 23 Nov 2021
Florence: A New Foundation Model for Computer Vision Lu Yuan Dongdong Chen Yi-Ling Chen Noel Codella Xiyang Dai ... Zhen Xiao Jianwei Yang Michael Zeng Luowei Zhou Pengchuan Zhang VLM 29 879 0 22 Nov 2021
UFO: A UniFied TransfOrmer for Vision-Language Representation Learning Jianfeng Wang Xiaowei Hu Zhe Gan Zhengyuan Yang Xiyang Dai Zicheng Liu Yumao Lu Lijuan Wang ViT 29 57 0 19 Nov 2021
Achieving Human Parity on Visual Question Answering Ming Yan Haiyang Xu Chenliang Li Junfeng Tian Bin Bi ... Ji Zhang Songfang Huang Fei Huang Luo Si Rong Jin 24 12 0 17 Nov 2021
FILIP: Fine-grained Interactive Language-Image Pre-Training Lewei Yao Runhu Huang Lu Hou Guansong Lu Minzhe Niu Hang Xu Xiaodan Liang Zhenguo Li Xin Jiang Chunjing Xu VLM CLIP 30 614 0 09 Nov 2021
Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models Boxin Wang Chejian Xu Shuohang Wang Zhe Gan Yu Cheng Jianfeng Gao Ahmed Hassan Awadallah B. Li VLM ELM AAML 22 214 0 04 Nov 2021
Dense Contrastive Visual-Linguistic Pretraining Lei Shi Kai Shuang Shijie Geng Peng Gao Zuohui Fu Gerard de Melo Yunpeng Chen Sen Su VLM SSL 54 10 0 24 Sep 2021
xGQA: Cross-Lingual Visual Question Answering Jonas Pfeiffer Gregor Geigle Aishwarya Kamath Jan-Martin O. Steitz Stefan Roth Ivan Vulić Iryna Gurevych 28 56 0 13 Sep 2021
TxT: Crossmodal End-to-End Learning with Transformers Jan-Martin O. Steitz Jonas Pfeiffer Iryna Gurevych Stefan Roth LRM 16 2 0 09 Sep 2021
Weakly Supervised Relative Spatial Reasoning for Visual Question Answering Pratyay Banerjee Tejas Gokhale Yezhou Yang Chitta Baral LRM 30 18 0 04 Sep 2021
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision Zirui Wang Jiahui Yu Adams Wei Yu Zihang Dai Yulia Tsvetkov Yuan Cao VLM MLLM 51 779 0 24 Aug 2021
ROSITA: Enhancing Vision-and-Language Semantic Alignments via Cross- and Intra-modal Knowledge Integration Yuhao Cui Zhou Yu Chunqi Wang Zhongzhou Zhao Ji Zhang Meng Wang Jun-chen Yu VLM 19 53 0 16 Aug 2021
Disentangling Hate in Online Memes Rui Cao Ziqing Fan Roy Ka-Wei Lee Wen-Haw Chong Jing Jiang 24 76 0 09 Aug 2021
Advances in adversarial attacks and defenses in computer vision: A survey Naveed Akhtar Ajmal Saeed Mian Navid Kardan M. Shah AAML 26 235 0 01 Aug 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq R. Joty Caiming Xiong S. Hoi FaML 53 1,886 0 16 Jul 2021
End-to-end Multi-modal Video Temporal Grounding Yi-Wen Chen Yi-Hsuan Tsai Ming-Hsuan Yang 11 51 0 12 Jul 2021
Assessing Multilingual Fairness in Pre-trained Multimodal Representations Jialu Wang Yang Liu X. Wang EGVM 26 35 0 12 Jun 2021
Referring Transformer: A One-step Approach to Multi-task Visual Grounding Muchen Li Leonid Sigal ObjD 10 187 0 06 Jun 2021
Recent Advances in Deep Learning Based Dialogue Systems: A Systematic Survey Jinjie Ni Tom Young Vlad Pandelea Fuzhao Xue Erik Cambria 54 268 0 10 May 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 57 858 0 26 Apr 2021
Playing Lottery Tickets with Vision and Language Zhe Gan Yen-Chun Chen Linjie Li Tianlong Chen Yu Cheng Shuohang Wang Jingjing Liu Lijuan Wang Zicheng Liu VLM 103 54 0 23 Apr 2021
Compressing Visual-linguistic Model via Knowledge Distillation Zhiyuan Fang Jianfeng Wang Xiaowei Hu Lijuan Wang Yezhou Yang Zicheng Liu VLM 31 96 0 05 Apr 2021
VisQA: X-raying Vision and Language Reasoning in Transformers Theo Jaunet Corentin Kervadec Romain Vuillemot G. Antipov M. Baccouche Christian Wolf 8 26 0 02 Apr 2021
Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrieval Gregor Geigle Jonas Pfeiffer Nils Reimers Ivan Vulić Iryna Gurevych 27 59 0 22 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 103 27,682 0 26 Feb 2021
A Closer Look at the Robustness of Vision-and-Language Pre-trained Models Linjie Li Zhe Gan Jingjing Liu VLM 33 42 0 15 Dec 2020
Enhance Multimodal Transformer With External Label And In-Domain Pretrain: Hateful Meme Challenge Winning Solution Ron Zhu 18 80 0 15 Dec 2020
Architectural Adversarial Robustness: The Case for Deep Pursuit George Cazenavette Calvin Murdock Simon Lucey AAML 34 23 0 29 Nov 2020
Robust Optimization as Data Augmentation for Large-scale Graphs Kezhi Kong G. Li Mucong Ding Zuxuan Wu Chen Zhu Bernard Ghanem Gavin Taylor Tom Goldstein 106 74 0 19 Oct 2020
InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective Boxin Wang Shuohang Wang Yu Cheng Zhe Gan R. Jia Bo-wen Li Jingjing Liu AAML 38 113 0 05 Oct 2020
ERNIE-ViL: Knowledge Enhanced Vision-Language Representations Through Scene Graph Fei Yu Jiji Tang Weichong Yin Yu Sun Hao Tian Hua-Hong Wu Haifeng Wang 11 375 0 30 Jun 2020