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MVPTR: Multi-Level Semantic Alignment for Vision-Language Pre-Training via Multi-Stage Learning

29 January 2022

Xuanjing Huang

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Papers citing "MVPTR: Multi-Level Semantic Alignment for Vision-Language Pre-Training via Multi-Stage Learning"

32 / 32 papers shown

Title
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 57 55 0 16 Aug 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq Joty Caiming Xiong Guosheng Lin FaML 215 1,970 0 16 Jul 2021
E2E-VLP: End-to-End Vision-Language Pre-training Enhanced by Visual Learning Haiyang Xu Ming Yan Chenliang Li Bin Bi Songfang Huang Wenming Xiao Fei Huang VLM 73 119 0 03 Jun 2021
LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval Siqi Sun Yen-Chun Chen Linjie Li Shuohang Wang Yuwei Fang Jingjing Liu VLM 78 84 0 16 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 967 29,731 0 26 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 450 3,887 0 11 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 128 1,757 0 05 Feb 2021
UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning Wei Li Can Gao Guocheng Niu Xinyan Xiao Hao Liu Jiachen Liu Hua Wu Haifeng Wang 107 380 0 31 Dec 2020
ERNIE-ViL: Knowledge Enhanced Vision-Language Representations Through Scene Graph Fei Yu Jiji Tang Weichong Yin Yu Sun Hao Tian Hua Wu Haifeng Wang 96 380 0 30 Jun 2020
Large-Scale Adversarial Training for Vision-and-Language Representation Learning Zhe Gan Yen-Chun Chen Linjie Li Chen Zhu Yu Cheng Jingjing Liu ObjD VLM 76 498 0 11 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 430 13,094 0 26 May 2020
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Xiujun Li Xi Yin Chunyuan Li Pengchuan Zhang Xiaowei Hu ... Houdong Hu Li Dong Furu Wei Yejin Choi Jianfeng Gao VLM 124 1,944 0 13 Apr 2020
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 352 942 0 24 Sep 2019
VL-BERT: Pre-training of Generic Visual-Linguistic Representations Weijie Su Xizhou Zhu Yue Cao Bin Li Lewei Lu Furu Wei Jifeng Dai VLM MLLM SSL 169 1,666 0 22 Aug 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 247 2,488 0 20 Aug 2019
Unicoder-VL: A Universal Encoder for Vision and Language by Cross-modal Pre-training Gen Li Nan Duan Yuejian Fang Ming Gong Daxin Jiang Ming Zhou SSL VLM MLLM 207 905 0 16 Aug 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 153 1,962 0 09 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 237 3,693 0 06 Aug 2019
ERNIE: Enhanced Representation through Knowledge Integration Yu Sun Shuohuan Wang Yukun Li Shikun Feng Xuyi Chen Han Zhang Xin Tian Danxiang Zhu Hao Tian Hua Wu 121 903 0 19 Apr 2019
Visual Entailment: A Novel Task for Fine-Grained Image Understanding Ning Xie Farley Lai Derek Doran Asim Kadav CoGe 117 325 0 20 Jan 2019
The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scale Alina Kuznetsova H. Rom N. Alldrin J. Uijlings Ivan Krasin ... S. Popov Matteo Malloci Alexander Kolesnikov Tom Duerig V. Ferrari ObjD VLM 118 1,348 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 121 4,220 0 25 Jul 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 345 3,270 0 02 Dec 2016
Modeling Context in Referring Expressions Licheng Yu Patrick Poirson Shan Yang Alexander C. Berg Tamara L. Berg 129 1,273 0 31 Jul 2016
SPICE: Semantic Propositional Image Caption Evaluation Peter Anderson Basura Fernando Mark Johnson Stephen Gould EGVM 106 1,918 0 29 Jul 2016
Grounding of Textual Phrases in Images by Reconstruction Anna Rohrbach Marcus Rohrbach Ronghang Hu Trevor Darrell Bernt Schiele 80 497 0 12 Nov 2015
End-to-end people detection in crowded scenes Russell Stewart Mykhaylo Andriluka 73 544 0 16 Jun 2015
Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models Bryan A. Plummer Liwei Wang Christopher M. Cervantes Juan C. Caicedo Julia Hockenmaier Svetlana Lazebnik 202 2,071 0 19 May 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 214 5,497 0 03 May 2015
Deep Visual-Semantic Alignments for Generating Image Descriptions A. Karpathy Li Fei-Fei 140 5,590 0 07 Dec 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 422 43,777 0 01 May 2014