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"

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Title
Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering Zeqing Wang Wentao Wan Qiqing Lao Runmeng Chen Minjie Lang Keze Wang Liang Lin Liang Lin LRM 99 3 0 17 Feb 2025
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks Miran Heo Min-Hung Chen De-An Huang Sifei Liu Subhashree Radhakrishnan Seon Joo Kim Yu-Chun Wang Ryo Hachiuma ObjD VLM 121 2 0 14 Jan 2025
VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks Jiannan Wu Muyan Zhong Sen Xing Zeqiang Lai Zhaoyang Liu ... Lewei Lu Tong Lu Ping Luo Yu Qiao Jifeng Dai MLLM VLM LRM 91 45 0 03 Jan 2025
One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models Hao Fang Jiawei Kong Wenbo Yu Bin Chen Jiawei Li Hao Wu Ke Xu Ke Xu AAML VLM 30 13 0 08 Jun 2024
Exploiting the Layered Intrinsic Dimensionality of Deep Models for Practical Adversarial Training Enes Altinisik Safa Messaoud H. Sencar Hassan Sajjad Sanjay Chawla AAML 38 0 0 27 May 2024
MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering Jingqun Tang Qi Liu Yongjie Ye Jinghui Lu Shubo Wei ... Yanjie Wang Yuliang Liu Hao Liu Xiang Bai Can Huang 34 21 0 20 May 2024
Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want Weifeng Lin Xinyu Wei Ruichuan An Peng Gao Bocheng Zou Yulin Luo Siyuan Huang Shanghang Zhang Hongsheng Li VLM 55 32 0 29 Mar 2024
Non-autoregressive Sequence-to-Sequence Vision-Language Models Kunyu Shi Qi Dong Luis Goncalves Zhuowen Tu Stefano Soatto VLM 35 3 0 04 Mar 2024
Jack of All Tasks, Master of Many: Designing General-purpose Coarse-to-Fine Vision-Language Model Shraman Pramanick Guangxing Han Rui Hou Sayan Nag Ser-Nam Lim Nicolas Ballas Qifan Wang Rama Chellappa Amjad Almahairi VLM MLLM 38 29 0 19 Dec 2023
Multiscale Superpixel Structured Difference Graph Convolutional Network for VL Representation Siyu Zhang Ye-Ting Chen Fang Wang Yaoru Sun Jun Yang Lizhi Bai SSL 17 0 0 20 Oct 2023
An Examination of the Compositionality of Large Generative Vision-Language Models Teli Ma Rong Li Junwei Liang CoGe 19 2 0 21 Aug 2023
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 VLM MLLM 80 223 0 07 Jul 2023
TreePrompt: Learning to Compose Tree Prompts for Explainable Visual Grounding Chenchi Zhang Jun Xiao Lei Chen Jian Shao Long Chen VLM LRM 19 2 0 19 May 2023
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities Peng Wang Shijie Wang Junyang Lin Shuai Bai Xiaohuan Zhou Jingren Zhou Xinggang Wang Chang Zhou VLM MLLM ObjD 16 113 0 18 May 2023
TOT: Topology-Aware Optimal Transport For Multimodal Hate Detection Linhao Zhang Li Jin Xian Sun Guangluan Xu Zequn Zhang Xiaoyu Li Nayu Liu Qing Liu Shiyao Yan 20 7 0 27 Feb 2023
YORO -- Lightweight End to End Visual Grounding Chih-Hui Ho Srikar Appalaraju Bhavan A. Jasani R. Manmatha Nuno Vasconcelos ObjD 21 21 0 15 Nov 2022
Masked Vision and Language Modeling for Multi-modal Representation Learning Gukyeong Kwon Zhaowei Cai Avinash Ravichandran Erhan Bas Rahul Bhotika Stefano Soatto 22 66 0 03 Aug 2022
Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations Tianlong Chen Peihao Wang Zhiwen Fan Zhangyang Wang 17 55 0 04 Jul 2022
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models Antoine Yang Antoine Miech Josef Sivic Ivan Laptev Cordelia Schmid 19 225 0 16 Jun 2022
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone Zi-Yi Dou Aishwarya Kamath Zhe Gan Pengchuan Zhang Jianfeng Wang ... Ce Liu Yann LeCun Nanyun Peng Jianfeng Gao Lijuan Wang VLM ObjD 17 123 0 15 Jun 2022
Multimodal Learning with Transformers: A Survey P. Xu Xiatian Zhu David A. Clifton ViT 41 518 0 13 Jun 2022
VLUE: A Multi-Task Benchmark for Evaluating Vision-Language Models Wangchunshu Zhou Yan Zeng Shizhe Diao Xinsong Zhang CoGe VLM 17 13 0 30 May 2022
HiVLP: Hierarchical Vision-Language Pre-Training for Fast Image-Text Retrieval Feilong Chen Xiuyi Chen Jiaxin Shi Duzhen Zhang Jianlong Chang Qi Tian VLM CLIP 29 6 0 24 May 2022
Detecting the Role of an Entity in Harmful Memes: Techniques and Their Limitations R. N. Nandi Firoj Alam Preslav Nakov 17 6 0 09 May 2022
COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for Cross-Modal Retrieval Haoyu Lu Nanyi Fei Yuqi Huo Yizhao Gao Zhiwu Lu Jiaxin Wen CLIP VLM 19 54 0 15 Apr 2022
Vision-and-Language Pretrained Models: A Survey Siqu Long Feiqi Cao S. Han Haiqing Yang VLM 16 63 0 15 Apr 2022
Moment-based Adversarial Training for Embodied Language Comprehension Shintaro Ishikawa K. Sugiura LM&Ro 28 8 0 02 Apr 2022
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
Multi-modal Alignment using Representation Codebook Jiali Duan Liqun Chen Son Tran Jinyu Yang Yi Xu Belinda Zeng Trishul M. Chilimbi 17 66 0 28 Feb 2022
A Survey of Vision-Language Pre-Trained Models Yifan Du Zikang Liu Junyi Li Wayne Xin Zhao VLM 13 177 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 82 208 0 18 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 388 4,010 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 14 206 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
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Changyao Tian Wenhai Wang Xizhou Zhu Jifeng Dai Yu Qiao VLM 24 68 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 34 215 0 24 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 52 10 0 24 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 49 766 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 52 0 16 Aug 2021
Disentangling Hate in Online Memes Rui Cao Ziqing Fan Roy Ka-Wei Lee Wen-Haw Chong Jing Jiang 13 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 20 234 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 22 1,876 0 16 Jul 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 19 855 0 26 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 21 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 38 27,460 0 26 Feb 2021
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 28 112 0 05 Oct 2020
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 217 430 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 250 922 0 24 Sep 2019
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 144 1,458 0 06 Jun 2016