LAVENDER: Unifying Video-Language Understanding as Masked Language Modeling

14 June 2022

Zicheng Liu

Papers citing "LAVENDER: Unifying Video-Language Understanding as Masked Language Modeling"

50 / 82 papers shown

Title
A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames Pinelopi Papalampidi Skanda Koppula Shreya Pathak Justin T Chiu Joseph Heyward Viorica Patraucean Jiajun Shen Antoine Miech Andrew Zisserman Aida Nematzdeh VLM 96 26 0 31 Dec 2024
Ego-VPA: Egocentric Video Understanding with Parameter-efficient Adaptation Tz-Ying Wu Kyle Min Subarna Tripathi Nuno Vasconcelos EgoV 106 0 0 28 Jul 2024
Vision-Language Pre-training: Basics, Recent Advances, and Future Trends Zhe Gan Linjie Li Chunyuan Li Lijuan Wang Zicheng Liu Jianfeng Gao VLM 46 164 0 17 Oct 2022
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling Tsu-Jui Fu Linjie Li Zhe Gan Kevin Qinghong Lin William Yang Wang Lijuan Wang Zicheng Liu VLM 61 65 0 04 Sep 2022
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models Antoine Yang Antoine Miech Josef Sivic Ivan Laptev Cordelia Schmid 121 236 0 16 Jun 2022
Revealing Single Frame Bias for Video-and-Language Learning Jie Lei Tamara L. Berg Joey Tianyi Zhou 51 112 0 07 Jun 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 Joey Tianyi Zhou Heng Ji MLLM VLM 187 141 0 22 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 315 3,515 0 29 Apr 2022
All in One: Exploring Unified Video-Language Pre-training Alex Jinpeng Wang Yixiao Ge Rui Yan Yuying Ge Xudong Lin Guanyu Cai Jianping Wu Ying Shan Xiaohu Qie Mike Zheng Shou 76 200 0 14 Mar 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 135 870 0 07 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 490 4,324 0 28 Jan 2022
End-to-end Generative Pretraining for Multimodal Video Captioning Paul Hongsuck Seo Arsha Nagrani Anurag Arnab Cordelia Schmid 66 167 0 20 Jan 2022
Multiview Transformers for Video Recognition Shen Yan Xuehan Xiong Anurag Arnab Zhichao Lu Mi Zhang Chen Sun Cordelia Schmid ViT 60 217 0 12 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 83 211 0 07 Jan 2022
Cross Modal Retrieval with Querybank Normalisation Simion-Vlad Bogolin Ioana Croitoru Hailin Jin Yang Liu Samuel Albanie 49 87 0 23 Dec 2021
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 137 666 0 16 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 76 706 0 08 Dec 2021
SwinBERT: End-to-End Transformers with Sparse Attention for Video Captioning Kevin Qinghong Lin Linjie Li Chung-Ching Lin Faisal Ahmed Zhe Gan Zicheng Liu Yumao Lu Lijuan Wang ViT 73 241 0 25 Nov 2021
VIOLET : End-to-End Video-Language Transformers with Masked Visual-token Modeling Tsu-Jui Fu Linjie Li Zhe Gan Kevin Qinghong Lin Wenjie Wang Lijuan Wang Zicheng Liu VLM 85 220 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 75 115 0 23 Nov 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 330 1,696 0 15 Oct 2021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Dmytro Okhonko Armen Aghajanyan Florian Metze Luke Zettlemoyer Florian Metze Luke Zettlemoyer Christoph Feichtenhofer CLIP VLM 306 576 0 28 Sep 2021
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Xingyi Cheng Hezheng Lin Xiangyu Wu Fan Yang Dong Shen 49 154 0 09 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 110 792 0 24 Aug 2021
TACo: Token-aware Cascade Contrastive Learning for Video-Text Alignment Jianwei Yang Yonatan Bisk Jianfeng Gao 79 140 0 23 Aug 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 94 1,474 0 24 Jun 2021
VIMPAC: Video Pre-Training via Masked Token Prediction and Contrastive Learning Hao Tan Jie Lei Thomas Wolf Joey Tianyi Zhou 78 66 0 21 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 215 2,807 0 15 Jun 2021
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation Linjie Li Jie Lei Zhe Gan Licheng Yu Yen-Chun Chen ... Tamara L. Berg Joey Tianyi Zhou Jingjing Liu Lijuan Wang Zicheng Liu VLM 70 100 0 08 Jun 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 95 380 0 04 Jun 2021
VLM: Task-agnostic Video-Language Model Pre-training for Video Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Prahal Arora Masoumeh Aminzadeh Christoph Feichtenhofer Florian Metze Luke Zettlemoyer 45 132 0 20 May 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 Huayu Chen Boqing Gong ViT 297 587 0 22 Apr 2021
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Huaishao Luo Lei Ji Ming Zhong Yang Chen Wen Lei Nan Duan Tianrui Li CLIP VLM 388 801 0 18 Apr 2021
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Max Bain Arsha Nagrani Gül Varol Andrew Zisserman VGen 133 1,172 0 01 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 394 21,281 0 25 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 798 29,167 0 26 Feb 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 362 4,919 0 24 Feb 2021
UniT: Multimodal Multitask Learning with a Unified Transformer Ronghang Hu Amanpreet Singh ViT 73 298 0 22 Feb 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 423 1,120 0 17 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 114 661 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 417 3,826 0 11 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 359 2,039 0 09 Feb 2021
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Joey Tianyi Zhou MLLM 310 535 0 04 Feb 2021
ActBERT: Learning Global-Local Video-Text Representations Linchao Zhu Yi Yang ViT 113 420 0 14 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 522 40,739 0 22 Oct 2020
Support-set bottlenecks for video-text representation learning Mandela Patrick Po-Yao (Bernie) Huang Yuki M. Asano Florian Metze Alexander G. Hauptmann João Henriques Andrea Vedaldi 73 248 0 06 Oct 2020
Multi-modal Transformer for Video Retrieval Valentin Gabeur Chen Sun Alahari Karteek Cordelia Schmid ViT 518 606 0 21 Jul 2020
AVLnet: Learning Audio-Visual Language Representations from Instructional Videos Andrew Rouditchenko Angie Boggust David Harwath Brian Chen D. Joshi ... Rogerio Feris Brian Kingsbury M. Picheny Antonio Torralba James R. Glass SSL 57 142 0 16 Jun 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 586 41,736 0 28 May 2020
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training Linjie Li Yen-Chun Chen Yu Cheng Zhe Gan Licheng Yu Jingjing Liu MLLM VLM OffRL AI4TS 101 502 0 01 May 2020