Title
Grounded Language-Image Pre-training Liunian Harold Li Pengchuan Zhang Haotian Zhang Jianwei Yang Chunyuan Li ... Lu Yuan Lei Zhang Lei Li Kai-Wei Chang Jianfeng Gao ObjD VLM 31 1,025 0 07 Dec 2021
Embedding Arithmetic of Multimodal Queries for Image Retrieval Guillaume Couairon Matthieu Cord Matthijs Douze Holger Schwenk 40 23 0 06 Dec 2021
General Facial Representation Learning in a Visual-Linguistic Manner Yinglin Zheng Hao Yang Ting Zhang Jianmin Bao Dongdong Chen Yangyu Huang Lu Yuan Dong Chen Ming Zeng Fang Wen CVBM 146 164 0 06 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 140 81 0 06 Dec 2021
VT-CLIP: Enhancing Vision-Language Models with Visual-guided Texts Longtian Qiu Renrui Zhang Ziyu Guo Wei Zhang Zilu Guo Ziyao Zeng Guangnan Zhang VLM CLIP 30 45 0 04 Dec 2021
Extract Free Dense Labels from CLIP Chong Zhou Chen Change Loy Bo Dai VLM CLIP 61 457 0 02 Dec 2021
LAFITE: Towards Language-Free Training for Text-to-Image Generation Yufan Zhou Ruiyi Zhang Changyou Chen Chunyuan Li Chris Tensmeyer Tong Yu Jiuxiang Gu Jinhui Xu Tong Sun VLM 35 163 0 27 Nov 2021
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Changyao Tian Wenhai Wang Xizhou Zhu Jifeng Dai Yu Qiao VLM 32 70 0 26 Nov 2021
Generating More Pertinent Captions by Leveraging Semantics and Style on Multi-Source Datasets Marcella Cornia Lorenzo Baraldi G. Fiameni Rita Cucchiara 20 12 0 24 Nov 2021
Scaling Up Vision-Language Pre-training for Image Captioning Xiaowei Hu Zhe Gan Jianfeng Wang Zhengyuan Yang Zicheng Liu Yumao Lu Lijuan Wang MLLM VLM 34 246 0 24 Nov 2021
Florence: A New Foundation Model for Computer Vision Lu Yuan Dongdong Chen Yi-Ling Chen Noel Codella Xiyang Dai ... Zhen Xiao Jianwei Yang Michael Zeng Luowei Zhou Pengchuan Zhang VLM 69 882 0 22 Nov 2021
RedCaps: web-curated image-text data created by the people, for the people Karan Desai Gaurav Kaul Zubin Aysola Justin Johnson 31 162 0 22 Nov 2021
MaIL: A Unified Mask-Image-Language Trimodal Network for Referring Image Segmentation Zizhang Li Mengmeng Wang Jianbiao Mei Yong Liu 20 18 0 21 Nov 2021
UFO: A UniFied TransfOrmer for Vision-Language Representation Learning Jianfeng Wang Xiaowei Hu Zhe Gan Zhengyuan Yang Xiyang Dai Zicheng Liu Yumao Lu Lijuan Wang ViT 29 57 0 19 Nov 2021
Achieving Human Parity on Visual Question Answering Ming Yan Haiyang Xu Chenliang Li Junfeng Tian Bin Bi ... Ji Zhang Songfang Huang Fei Huang Luo Si Rong Jin 32 12 0 17 Nov 2021
LiT: Zero-Shot Transfer with Locked-image text Tuning Xiaohua Zhai Tianlin Li Basil Mustafa Andreas Steiner Daniel Keysers Alexander Kolesnikov Lucas Beyer VLM 48 544 0 15 Nov 2021
Explainable Semantic Space by Grounding Language to Vision with Cross-Modal Contrastive Learning Yizhen Zhang Minkyu Choi Kuan Han Zhongming Liu VLM 23 15 0 13 Nov 2021
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 79 332 0 11 Nov 2021
FILIP: Fine-grained Interactive Language-Image Pre-Training Lewei Yao Runhu Huang Lu Hou Guansong Lu Minzhe Niu Hang Xu Xiaodan Liang Zhenguo Li Xin Jiang Chunjing Xu VLM CLIP 30 619 0 09 Nov 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 196 387 0 06 Nov 2021
An Empirical Study of Training End-to-End Vision-and-Language Transformers Zi-Yi Dou Yichong Xu Zhe Gan Jianfeng Wang Shuohang Wang ... Pengchuan Zhang Lu Yuan Nanyun Peng Zicheng Liu Michael Zeng VLM 38 369 0 03 Nov 2021
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 60 1,382 0 03 Nov 2021
No One Representation to Rule Them All: Overlapping Features of Training Methods Raphael Gontijo-Lopes Yann N. Dauphin E. D. Cubuk 34 60 0 20 Oct 2021
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 50 448 0 11 Oct 2021
CLIP-Adapter: Better Vision-Language Models with Feature Adapters Peng Gao Shijie Geng Renrui Zhang Teli Ma Rongyao Fang Yongfeng Zhang Hongsheng Li Yu Qiao VLM CLIP 104 992 0 09 Oct 2021
Inferring Offensiveness In Images From Natural Language Supervision P. Schramowski Kristian Kersting 32 2 0 08 Oct 2021
CLIP-Forge: Towards Zero-Shot Text-to-Shape Generation Aditya Sanghi Hang Chu Joseph G. Lambourne Ye Wang Chin-Yi Cheng Marco Fumero Kamal Rahimi Malekshan CLIP 60 289 0 06 Oct 2021
Modern Evolution Strategies for Creativity: Fitting Concrete Images and Abstract Concepts Yingtao Tian David R Ha 65 43 0 18 Sep 2021
xGQA: Cross-Lingual Visual Question Answering Jonas Pfeiffer Gregor Geigle Aishwarya Kamath Jan-Martin O. Steitz Stefan Roth Ivan Vulić Iryna Gurevych 42 56 0 13 Sep 2021
EfficientCLIP: Efficient Cross-Modal Pre-training by Ensemble Confident Learning and Language Modeling Jue Wang Haofan Wang Jincan Deng Weijia Wu Debing Zhang VLM CLIP 67 18 0 10 Sep 2021
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 71 697 0 04 Sep 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 350 2,286 0 02 Sep 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Nayeon Lee SSL 24 100 0 25 Aug 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 51 782 0 24 Aug 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Chenyu You Caiming Xiong Guosheng Lin FaML 83 1,893 0 16 Jul 2021
From Show to Tell: A Survey on Deep Learning-based Image Captioning Matteo Stefanini Marcella Cornia Lorenzo Baraldi S. Cascianelli G. Fiameni Rita Cucchiara 3DV VLM MLLM 69 256 0 14 Jul 2021
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Joey Tianyi Zhou Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 202 406 0 13 Jul 2021
Multimodal Few-Shot Learning with Frozen Language Models Maria Tsimpoukelli Jacob Menick Serkan Cabi S. M. Ali Eslami Oriol Vinyals Felix Hill MLLM 88 755 0 25 Jun 2021
Poisoning and Backdooring Contrastive Learning Nicholas Carlini Andreas Terzis 46 158 0 17 Jun 2021
Scaling Vision Transformers Xiaohua Zhai Alexander Kolesnikov N. Houlsby Lucas Beyer ViT 85 1,064 0 08 Jun 2021
On the Expressive Power of Self-Attention Matrices Valerii Likhosherstov K. Choromanski Adrian Weller 37 34 0 07 Jun 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 301 2,611 0 04 May 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Nayeon Lee Weicheng Kuo Huayu Chen VLM ObjD 225 899 0 28 Apr 2021
Playing Lottery Tickets with Vision and Language Zhe Gan Yen-Chun Chen Linjie Li Tianlong Chen Yu Cheng Shuohang Wang Jingjing Liu Lijuan Wang Zicheng Liu VLM 109 54 0 23 Apr 2021
Data-Efficient Language-Supervised Zero-Shot Learning with Self-Distillation Rui Cheng Bichen Wu Peizhao Zhang Peter Vajda Joseph E. Gonzalez CLIP VLM 21 31 0 18 Apr 2021
CLIPScore: A Reference-free Evaluation Metric for Image Captioning Jack Hessel Ari Holtzman Maxwell Forbes Ronan Le Bras Yejin Choi CLIP 17 1,454 0 18 Apr 2021
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization Tianlong Chen Zhenyu Zhang Xu Ouyang Zechun Liu Zhiqiang Shen Zhangyang Wang MQ 46 36 0 16 Apr 2021
Cross-Modal Retrieval Augmentation for Multi-Modal Classification Shir Gur Natalia Neverova C. Stauffer Ser-Nam Lim Douwe Kiela A. Reiter 22 26 0 16 Apr 2021
Exploring Visual Engagement Signals for Representation Learning Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge Belongie Ser-Nam Lim 21 13 0 15 Apr 2021
Towards General Purpose Vision Systems Tanmay Gupta Amita Kamath Aniruddha Kembhavi Derek Hoiem 11 50 0 01 Apr 2021