Align before Fuse: Vision and Language Representation Learning with Momentum Distillation

16 July 2021

Junnan Li

Ramprasaath R. Selvaraju

Akhilesh Deepak Gotmare

Papers citing "Align before Fuse: Vision and Language Representation Learning with Momentum Distillation"

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Title
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
Sim-To-Real Transfer of Visual Grounding for Human-Aided Ambiguity Resolution Georgios Tziafas S. Kasaei 16 2 0 24 May 2022
mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connections Chenliang Li Haiyang Xu Junfeng Tian Wei Wang Ming Yan ... Ji Zhang Songfang Huang Feiran Huang Jingren Zhou Luo Si VLM MLLM 26 210 0 24 May 2022
PEVL: Position-enhanced Pre-training and Prompt Tuning for Vision-language Models Yuan Yao Qi-An Chen Ao Zhang Wei Ji Zhiyuan Liu Tat-Seng Chua Maosong Sun VLM MLLM 18 38 0 23 May 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners Zhenhailong Wang Manling Li Ruochen Xu Luowei Zhou Jie Lei ... Chenguang Zhu Derek Hoiem Shih-Fu Chang Mohit Bansal Heng Ji MLLM VLM 167 134 0 22 May 2022
Training Vision-Language Transformers from Captions Liangke Gui Yingshan Chang Qiuyuan Huang Subhojit Som Alexander G. Hauptmann Jianfeng Gao Yonatan Bisk VLM ViT 172 11 0 19 May 2022
A CLIP-Hitchhiker's Guide to Long Video Retrieval Max Bain Arsha Nagrani Gül Varol Andrew Zisserman CLIP 113 60 0 17 May 2022
Chart Question Answering: State of the Art and Future Directions Enamul Hoque P. Kavehzadeh Ahmed Masry 13 39 0 08 May 2022
Relational Representation Learning in Visually-Rich Documents Xin Li Yan Zheng Yiqing Hu H. Cao Yunfei Wu Deqiang Jiang Yinsong Liu Bo Ren 16 12 0 05 May 2022
MM-Claims: A Dataset for Multimodal Claim Detection in Social Media Gullal Singh Cheema Sherzod Hakimov Abdul Sittar Eric Müller-Budack Christian Otto Ralph Ewerth 17 10 0 04 May 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models Jiahui Yu Zirui Wang Vijay Vasudevan Legg Yeung Mojtaba Seyedhosseini Yonghui Wu VLM CLIP OffRL 42 1,249 0 04 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 46 3,311 0 29 Apr 2022
Vision-Language Pre-Training for Boosting Scene Text Detectors Sibo Song Jianqiang Wan Zhibo Yang Jun Tang Wenqing Cheng Xiang Bai Cong Yao VLM 23 24 0 29 Apr 2022
Reducing Predictive Feature Suppression in Resource-Constrained Contrastive Image-Caption Retrieval Maurits J. R. Bleeker Andrew Yates Maarten de Rijke 23 4 0 28 Apr 2022
Training and challenging models for text-guided fashion image retrieval Eric Dodds Jack Culpepper Gaurav Srivastava 14 8 0 23 Apr 2022
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Xiyang Dai ... Jianwei Yang Haoxuan You Kai-Wei Chang Shih-Fu Chang Lu Yuan VLM OffRL 20 22 0 22 Apr 2022
PreTraM: Self-Supervised Pre-training via Connecting Trajectory and Map Chenfeng Xu Tian Li Chen Tang Lingfeng Sun Kurt Keutzer M. Tomizuka Alireza Fathi Wei Zhan 19 27 0 21 Apr 2022
Transformer Decoders with MultiModal Regularization for Cross-Modal Food Retrieval Mustafa Shukor Guillaume Couairon Asya Grechka Matthieu Cord ViT 22 17 0 20 Apr 2022
K-LITE: Learning Transferable Visual Models with External Knowledge Sheng Shen Chunyuan Li Xiaowei Hu Jianwei Yang Yujia Xie ... Ce Liu Kurt Keutzer Trevor Darrell Anna Rohrbach Jianfeng Gao CLIP VLM 20 83 0 20 Apr 2022
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models Chunyuan Li Haotian Liu Liunian Harold Li Pengchuan Zhang J. Aneja ... Ping Jin Houdong Hu Zicheng Liu Yong Jae Lee Jianfeng Gao 16 143 0 19 Apr 2022
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking Yupan Huang Tengchao Lv Lei Cui Yutong Lu Furu Wei 17 430 0 18 Apr 2022
Image Captioning In the Transformer Age Yangliu Xu Li Li Haiyang Xu Songfang Huang Fei Huang Jianfei Cai ViT 14 5 0 15 Apr 2022
ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension Sanjay Subramanian William Merrill Trevor Darrell Matt Gardner Sameer Singh Anna Rohrbach ObjD 8 123 0 12 Apr 2022
Are Multimodal Transformers Robust to Missing Modality? Mengmeng Ma Jian Ren Long Zhao Davide Testuggine Xi Peng ViT 26 145 0 12 Apr 2022
Unified Contrastive Learning in Image-Text-Label Space Jianwei Yang Chunyuan Li Pengchuan Zhang Bin Xiao Ce Liu Lu Yuan Jianfeng Gao VLM SSL 34 218 0 07 Apr 2022
Temporal Alignment Networks for Long-term Video Tengda Han Weidi Xie Andrew Zisserman AI4TS 20 81 0 06 Apr 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 8 567 0 01 Apr 2022
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts? Tian Yun Usha Bhalla Ellie Pavlick Chen Sun ReLM CoGe VLM LRM 20 23 0 31 Mar 2022
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval Mengjun Cheng Yipeng Sun Long Wang Xiongwei Zhu Kun Yao ... Guoli Song Junyu Han Jingtuo Liu Errui Ding Jingdong Wang 22 59 0 31 Mar 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
Image-text Retrieval: A Survey on Recent Research and Development Min Cao Shiping Li Juntao Li Liqiang Nie Min Zhang 13 81 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
Bilaterally Slimmable Transformer for Elastic and Efficient Visual Question Answering Zhou Yu Zitian Jin Jun Yu Mingliang Xu Hongbo Wang Jianping Fan 22 4 0 24 Mar 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning Hugo Elias Berg S. Hall Yash Bhalgat Wonsuk Yang Hannah Rose Kirk Aleksandar Shtedritski Max Bain VLM 14 99 0 22 Mar 2022
A Broad Study of Pre-training for Domain Generalization and Adaptation Donghyun Kim Kaihong Wang Stan Sclaroff Kate Saenko OOD AI4CE 19 78 0 22 Mar 2022
WuDaoMM: A large-scale Multi-Modal Dataset for Pre-training models Shan Yuan Shuai Zhao Jiahong Leng Zhao Xue Hanyu Zhao Peiyu Liu Zheng Gong Wayne Xin Zhao Junyi Li Tang Jie VLM 19 5 0 22 Mar 2022
LoopITR: Combining Dual and Cross Encoder Architectures for Image-Text Retrieval Jie Lei Xinlei Chen Ning Zhang Meng-xing Wang Mohit Bansal Tamara L. Berg Licheng Yu 23 12 0 10 Mar 2022
Geodesic Multi-Modal Mixup for Robust Fine-Tuning Changdae Oh Junhyuk So Hoyoon Byun Yongtaek Lim Minchul Shin Jong-June Jeon Kyungwoo Song 21 24 0 08 Mar 2022
Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning Weixin Liang Yuhui Zhang Yongchan Kwon Serena Yeung James Y. Zou VLM 29 375 0 03 Mar 2022
Unsupervised Vision-and-Language Pre-training via Retrieval-based Multi-Granular Alignment Mingyang Zhou Licheng Yu Amanpreet Singh Mengjiao MJ Wang Zhou Yu Ning Zhang VLM 23 31 0 01 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
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 19 286 0 21 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
CommerceMM: Large-Scale Commerce MultiModal Representation Learning with Omni Retrieval Licheng Yu Jun Chen Animesh Sinha Mengjiao MJ Wang Hugo Chen Tamara L. Berg Ning Zhang VLM 23 39 0 15 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 31 848 0 07 Feb 2022
mSLAM: Massively multilingual joint pre-training for speech and text Ankur Bapna Colin Cherry Yu Zhang Ye Jia Melvin Johnson Yong Cheng Simran Khanuja Jason Riesa Alexis Conneau VLM 19 111 0 03 Feb 2022
MVPTR: Multi-Level Semantic Alignment for Vision-Language Pre-Training via Multi-Stage Learning Zejun Li Zhihao Fan Huaixiao Tou Jingjing Chen Zhongyu Wei Xuanjing Huang 20 16 0 29 Jan 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
Multimodal data matters: language model pre-training over structured and unstructured electronic health records Sicen Liu Xiaolong Wang Yongshuai Hou Ge Li Hui Wang Huiqin Xu Yang Xiang Buzhou Tang 52 30 0 25 Jan 2022