Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm

11 October 2021

Wanli Ouyang

Papers citing "Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm"

43 / 93 papers shown

Title
UATVR: Uncertainty-Adaptive Text-Video Retrieval Bo Fang Wenhao Wu Chang-rui Liu Yu Zhou Yuxin Song Weiping Wang Min Yang Xiang Ji Jingdong Wang 24 45 0 16 Jan 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 15 100 0 16 Jan 2023
CiT: Curation in Training for Effective Vision-Language Data Hu Xu Saining Xie Po-Yao (Bernie) Huang Licheng Yu Russ Howes Gargi Ghosh Luke Zettlemoyer Christoph Feichtenhofer VLM DiffM 25 24 0 05 Jan 2023
Localized Latent Updates for Fine-Tuning Vision-Language Models Moritz Ibing I. Lim Leif Kobbelt VLM 21 1 0 13 Dec 2022
Context-Aware Robust Fine-Tuning Xiaofeng Mao YueFeng Chen Xiaojun Jia Rong Zhang Hui Xue Zhao Li VLM CLIP 20 23 0 29 Nov 2022
Delving into Out-of-Distribution Detection with Vision-Language Representations Yifei Ming Ziyan Cai Jiuxiang Gu Yiyou Sun W. Li Yixuan Li VLM OODD 35 157 0 24 Nov 2022
VoP: Text-Video Co-operative Prompt Tuning for Cross-Modal Retrieval Siteng Huang Biao Gong Yulin Pan Jianwen Jiang Yiliang Lv Yuyuan Li Donglin Wang VLM VPVLM 16 41 0 23 Nov 2022
Teaching Structured Vision&Language Concepts to Vision&Language Models Sivan Doveh Assaf Arbelle Sivan Harary Rameswar Panda Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 48 70 0 21 Nov 2022
PromptCap: Prompt-Guided Task-Aware Image Captioning Yushi Hu Hang Hua Zhengyuan Yang Weijia Shi Noah A. Smith Jiebo Luo 28 101 0 15 Nov 2022
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text Zifeng Wang Zhenbang Wu Dinesh Agarwal Jimeng Sun CLIP VLM MedIm 29 394 0 18 Oct 2022
Open-Vocabulary Semantic Segmentation with Mask-adapted CLIP Feng Liang Bichen Wu Xiaoliang Dai Kunpeng Li Yinan Zhao Hang Zhang Peizhao Zhang Peter Vajda Diana Marculescu CLIP VLM 32 433 0 09 Oct 2022
UniCLIP: Unified Framework for Contrastive Language-Image Pre-training Janghyeon Lee Jongsuk Kim Hyounguk Shon Bumsoo Kim Seung Wook Kim Honglak Lee Junmo Kim CLIP VLM 50 53 0 27 Sep 2022
GAMA: Generative Adversarial Multi-Object Scene Attacks Abhishek Aich Calvin-Khang Ta Akash Gupta Chengyu Song S. Krishnamurthy M. Salman Asif A. Roy-Chowdhury AAML 36 17 0 20 Sep 2022
Design of the topology for contrastive visual-textual alignment Zhun Sun 25 1 0 05 Sep 2022
MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining Xiaoyi Dong Jianmin Bao Yinglin Zheng Ting Zhang Dongdong Chen ... Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu CLIP VLM 35 157 0 25 Aug 2022
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP Thao Nguyen Gabriel Ilharco Mitchell Wortsman Sewoong Oh Ludwig Schmidt CLIP VLM 38 97 0 10 Aug 2022
Learning Visual Representation from Modality-Shared Contrastive Language-Image Pre-training Haoxuan You Luowei Zhou Bin Xiao Noel Codella Yu Cheng Ruochen Xu Shih-Fu Chang Lu Yuan CLIP VLM 19 48 0 26 Jul 2022
Contrastive Adapters for Foundation Model Group Robustness Michael Zhang Christopher Ré VLM 8 61 0 14 Jul 2022
e-CLIP: Large-Scale Vision-Language Representation Learning in E-commerce Wonyoung Shin Jonghun Park Taekang Woo Yongwoo Cho Kwangjin Oh Hwanjun Song VLM 21 16 0 01 Jul 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 17 124 0 15 Jun 2022
Multimodal Learning with Transformers: A Survey P. Xu Xiatian Zhu David A. Clifton ViT 41 525 0 13 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 33 2 0 13 Jun 2022
Delving into the Openness of CLIP Shuhuai Ren Lei Li Xuancheng Ren Guangxiang Zhao Xu Sun VLM 20 13 0 04 Jun 2022
Prefix Conditioning Unifies Language and Label Supervision Kuniaki Saito Kihyuk Sohn X. Zhang Chun-Liang Li Chen-Yu Lee Kate Saenko Tomas Pfister VLM CLIP 28 16 0 02 Jun 2022
CyCLIP: Cyclic Contrastive Language-Image Pretraining Shashank Goel Hritik Bansal S. Bhatia Ryan A. Rossi Vishwa Vinay Aditya Grover CLIP VLM 168 132 0 28 May 2022
Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment Tuan Dinh Jy-yong Sohn Shashank Rajput Timothy Ossowski Yifei Ming Junjie Hu Dimitris Papailiopoulos Kangwook Lee 16 0 0 23 May 2022
Breaking with Fixed Set Pathology Recognition through Report-Guided Contrastive Training C. Seibold Simon Reiß M. Sarfraz Rainer Stiefelhagen Jens Kleesiek 16 31 0 14 May 2022
PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining Yuting Gao Jinfeng Liu Zihan Xu Jinchao Zhang Ke Li Rongrong Ji Chunhua Shen VLM CLIP 25 100 0 29 Apr 2022
Robust Cross-Modal Representation Learning with Progressive Self-Distillation A. Andonian Shixing Chen Raffay Hamid VLM 17 55 0 10 Apr 2022
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval S. Gorti Noël Vouitsis Junwei Ma Keyvan Golestan M. Volkovs Animesh Garg Guangwei Yu 25 148 0 28 Mar 2022
Large-scale Bilingual Language-Image Contrastive Learning ByungSoo Ko Geonmo Gu VLM 17 14 0 28 Mar 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
Democratizing Contrastive Language-Image Pre-training: A CLIP Benchmark of Data, Model, and Supervision Yufeng Cui Lichen Zhao Feng Liang Yangguang Li Jing Shao UQCV VLM CLIP 19 43 0 11 Mar 2022
A Survey of Vision-Language Pre-Trained Models Yifan Du Zikang Liu Junyi Li Wayne Xin Zhao VLM 24 179 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 82 212 0 18 Feb 2022
SLIP: Self-supervision meets Language-Image Pre-training Norman Mu Alexander Kirillov David A. Wagner Saining Xie VLM CLIP 37 475 0 23 Dec 2021
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling Renrui Zhang Rongyao Fang Wei Zhang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 184 385 0 06 Nov 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 325 2,261 0 02 Sep 2021
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Mohit Bansal Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 188 405 0 13 Jul 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 183 450 0 29 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Yin Cui Boqing Gong ViT 240 577 0 22 Apr 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 1,081 0 17 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 293 3,689 0 11 Feb 2021