v1v2 (latest)

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

16 July 2021

Junnan Li

Ramprasaath R. Selvaraju

Akhilesh Deepak Gotmare

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

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V $^2$ L: Leveraging Vision and Vision-language Models into Large-scale Product Retrieval Wenhao Wang Yifan Sun Zongxin Yang Yi Yang VLM 53 3 0 26 Jul 2022
A Priority Map for Vision-and-Language Navigation with Trajectory Plans and Feature-Location Cues Jason Armitage L. Impett Rico Sennrich 100 5 0 24 Jul 2022
Semantic Abstraction: Open-World 3D Scene Understanding from 2D Vision-Language Models Huy Ha Shuran Song LM&Ro VLM 112 106 0 23 Jul 2022
Exploiting Unlabeled Data with Vision and Language Models for Object Detection Shiyu Zhao Zhixing Zhang S. Schulter Long Zhao Vijay Kumar B.G Anastasis Stathopoulos Manmohan Chandraker Dimitris N. Metaxas VLM ObjD 89 102 0 18 Jul 2022
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Clover: Towards A Unified Video-Language Alignment and Fusion Model Jingjia Huang Yinan Li Jiashi Feng Xinglong Wu Xiaoshuai Sun Rongrong Ji VLM 119 50 0 16 Jul 2022
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Video Graph Transformer for Video Question Answering Junbin Xiao Pan Zhou Tat-Seng Chua Shuicheng Yan ViT 229 78 0 12 Jul 2022
IDEA: Increasing Text Diversity via Online Multi-Label Recognition for Vision-Language Pre-training Xinyu Huang Youcai Zhang Ying Cheng Weiwei Tian Ruiwei Zhao Rui Feng Yuejie Zhang Yaqian Li Yandong Guo Xiao-Yong Zhang VLM 74 14 0 12 Jul 2022
Vision-and-Language Pretraining Thong Nguyen Cong-Duy Nguyen Xiaobao Wu See-Kiong Ng Anh Tuan Luu VLM CLIP 63 2 0 05 Jul 2022
Counterfactually Measuring and Eliminating Social Bias in Vision-Language Pre-training Models Yi Zhang Junyan Wang Jitao Sang 93 28 0 03 Jul 2022
VL-CheckList: Evaluating Pre-trained Vision-Language Models with Objects, Attributes and Relations Tiancheng Zhao Tianqi Zhang Mingwei Zhu Haozhan Shen Kyusong Lee Xiaopeng Lu Jianwei Yin VLM CoGe MLLM 116 99 0 01 Jul 2022
Improving Visual Grounding by Encouraging Consistent Gradient-based Explanations Ziyan Yang Kushal Kafle Franck Dernoncourt Vicente Ordónez Román VLM 90 25 0 30 Jun 2022
Towards Adversarial Attack on Vision-Language Pre-training Models Jiaming Zhang Qiaomin Yi Jitao Sang VLM AAML 91 107 0 19 Jun 2022
VLMixer: Unpaired Vision-Language Pre-training via Cross-Modal CutMix Teng Wang Wenhao Jiang Zhichao Lu Feng Zheng Ran Cheng Chengguo Yin Ping Luo VLM 83 44 0 17 Jun 2022
Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks Jiasen Lu Christopher Clark Rowan Zellers Roozbeh Mottaghi Aniruddha Kembhavi ObjD VLM MLLM 171 412 0 17 Jun 2022
BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning Xiao Xu Chenfei Wu Shachar Rosenman Vasudev Lal Wanxiang Che Nan Duan 103 69 0 17 Jun 2022
MixGen: A New Multi-Modal Data Augmentation Xiaoshuai Hao Yi Zhu Srikar Appalaraju Aston Zhang Wanqian Zhang Boyang Li Mu Li VLM 113 90 0 16 Jun 2022
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models Antoine Yang Antoine Miech Josef Sivic Ivan Laptev Cordelia Schmid 149 239 0 16 Jun 2022
Write and Paint: Generative Vision-Language Models are Unified Modal Learners Shizhe Diao Wangchunshu Zhou Xinsong Zhang Jiawei Wang MLLM AI4CE 95 17 0 15 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 115 129 0 15 Jun 2022
TransVG++: End-to-End Visual Grounding with Language Conditioned Vision Transformer Jiajun Deng Zhengyuan Yang Daqing Liu Tianlang Chen Wen-gang Zhou Yanyong Zhang Houqiang Li Wanli Ouyang ViT 107 57 0 14 Jun 2022
Multimodal Learning with Transformers: A Survey Peng Xu Xiatian Zhu David Clifton ViT 233 575 0 13 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 80 2 0 13 Jun 2022
GLIPv2: Unifying Localization and Vision-Language Understanding Haotian Zhang Pengchuan Zhang Xiaowei Hu Yen-Chun Chen Liunian Harold Li Xiyang Dai Lijuan Wang Lu Yuan Lei Li Jianfeng Gao ObjD VLM 97 302 0 12 Jun 2022
A Unified Continuous Learning Framework for Multi-modal Knowledge Discovery and Pre-training Zhihao Fan Zhongyu Wei Jingjing Chen Siyuan Wang Zejun Li Jiarong Xu Xuanjing Huang CLL 59 6 0 11 Jun 2022
Revealing Single Frame Bias for Video-and-Language Learning Jie Lei Tamara L. Berg Joey Tianyi Zhou 91 115 0 07 Jun 2022
Delving into the Openness of CLIP Shuhuai Ren Lei Li Xuancheng Ren Guangxiang Zhao Xu Sun VLM 92 13 0 04 Jun 2022
VL-BEiT: Generative Vision-Language Pretraining Hangbo Bao Wenhui Wang Li Dong Furu Wei VLM 84 45 0 02 Jun 2022
Prefix Conditioning Unifies Language and Label Supervision Kuniaki Saito Kihyuk Sohn Xinming Zhang Chun-Liang Li Chen-Yu Lee Kate Saenko Tomas Pfister VLM CLIP 97 16 0 02 Jun 2022
CLIP4IDC: CLIP for Image Difference Captioning Zixin Guo Tong Wang Jorma T. Laaksonen VLM 70 30 0 01 Jun 2022
Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-training Yan Zeng Wangchunshu Zhou Ao Luo Ziming Cheng Xinsong Zhang VLM 95 32 0 01 Jun 2022
MaskOCR: Text Recognition with Masked Encoder-Decoder Pretraining Pengyuan Lyu Chengquan Zhang Shanshan Liu Meina Qiao Yangliu Xu Liang Wu Kun Yao Junyu Han Errui Ding Jingdong Wang 116 43 0 01 Jun 2022
VLUE: A Multi-Task Benchmark for Evaluating Vision-Language Models Wangchunshu Zhou Yan Zeng Shizhe Diao Xinsong Zhang CoGe VLM 97 13 0 30 May 2022
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GIT: A Generative Image-to-text Transformer for Vision and Language Jianfeng Wang Zhengyuan Yang Xiaowei Hu Linjie Li Kevin Qinghong Lin Zhe Gan Zicheng Liu Ce Liu Lijuan Wang VLM 172 562 0 27 May 2022
Reassessing Evaluation Practices in Visual Question Answering: A Case Study on Out-of-Distribution Generalization Aishwarya Agrawal Ivana Kajić Emanuele Bugliarello Elnaz Davoodi Anita Gergely Phil Blunsom Aida Nematzadeh OOD 88 18 0 24 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 93 6 0 24 May 2022
Sim-To-Real Transfer of Visual Grounding for Human-Aided Ambiguity Resolution Georgios Tziafas S. Kasaei 115 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 93 224 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 93 38 0 23 May 2022