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Emerging Properties in Self-Supervised Vision Transformers

29 April 2021

Papers citing "Emerging Properties in Self-Supervised Vision Transformers"

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The MuSe 2023 Multimodal Sentiment Analysis Challenge: Mimicked Emotions, Cross-Cultural Humour, and Personalisation Lukas Christ Shahin Amiriparian Alice Baird Alexander Kathan Niklas Muller ... Eva-Maria Messner Andreas Konig Alan S. Cowen Min Zhang Björn W. Schuller 117 30 0 05 May 2023
FM-ViT: Flexible Modal Vision Transformers for Face Anti-Spoofing Ajian Liu Zichang Tan Zitong Yu Chenxu Zhao Jun Wan Yanyan Liang Zhen Lei Du Zhang Stan Z. Li G. Guo CVBM 79 44 0 05 May 2023
Semantic Segmentation using Vision Transformers: A survey Hans Thisanke Chamli Deshan K. Chamith Sachith Seneviratne Rajith Vidanaarachchi Damayanthi Herath ViT 91 159 0 05 May 2023
AttentionViz: A Global View of Transformer Attention Catherine Yeh Yida Chen Aoyu Wu Cynthia Chen Fernanda Viégas Martin Wattenberg ViT 79 55 0 04 May 2023
ZipIt! Merging Models from Different Tasks without Training George Stoica Daniel Bolya J. Bjorner Pratik Ramesh Taylor N. Hearn Judy Hoffman VLM MoMe 141 125 0 04 May 2023
SimSC: A Simple Framework for Semantic Correspondence with Temperature Learning Matthias Lalisse Kai Han Xingchen Wan P. Smolensky 100 5 0 03 May 2023
Learngene: Inheriting Condensed Knowledge from the Ancestry Model to Descendant Models Qiufeng Wang Xu Yang Shuxia Lin Jing Wang Xin Geng 80 13 0 03 May 2023
Great Models Think Alike: Improving Model Reliability via Inter-Model Latent Agreement Ailin Deng Miao Xiong Bryan Hooi 205 7 0 02 May 2023
SelfDocSeg: A Self-Supervised vision-based Approach towards Document Segmentation Subhajit Maity Sanket Biswas Siladittya Manna Ayan Banerjee Josep Lladós Saumik Bhattacharya Umapada Pal 85 5 0 01 May 2023
What Do Self-Supervised Vision Transformers Learn? Namuk Park Wonjae Kim Byeongho Heo Taekyung Kim Sangdoo Yun SSL 176 81 1 01 May 2023
Part Aware Contrastive Learning for Self-Supervised Action Recognition Yilei Hua Wenhan Wu Ce Zheng Aidong Lu Mengyuan Liu Chong Chen Shiqian Wu SSL 166 39 0 01 May 2023
Detecting Novelties with Empty Classes Svenja Uhlemeyer Julian Lienen Eyke Hüllermeier Hanno Gottschalk 55 1 0 30 Apr 2023
DynaVol: Unsupervised Learning for Dynamic Scenes through Object-Centric Voxelization Yanpeng Zhao Siyu Gao Yunbo Wang Xiaokang Yang OCL 88 1 0 30 Apr 2023
Cross-Shaped Windows Transformer with Self-supervised Pretraining for Clinically Significant Prostate Cancer Detection in Bi-parametric MRI Yuheng Li Jacob F. Wynne Jing Wang Richard L. J. Qiu J. Roper ... A. Jani Tian Liu P. Patel H. Mao Xiaofeng Yang OOD ViT MedIm 89 11 0 30 Apr 2023
IMP: Iterative Matching and Pose Estimation with Adaptive Pooling Fei Xue Ignas Budvytis R. Cipolla 99 14 0 28 Apr 2023
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation Yousef Yeganeh Azade Farshad Peter Weinberger Seyed-Ahmad Ahmadi Ehsan Adeli Nassir Navab ViT MedIm 56 0 0 28 Apr 2023
Zero-shot Unsupervised Transfer Instance Segmentation Gyungin Shin Samuel Albanie Weidi Xie ISeg VLM 145 5 0 27 Apr 2023
Incremental Generalized Category Discovery Bingchen Zhao Oisin Mac Aodha CLL 117 12 0 27 Apr 2023
SoGAR: Self-supervised Spatiotemporal Attention-based Social Group Activity Recognition N. V. R. Chappa Pha Nguyen Alec Nelson Han-Seok Seo Xin Li P. Dobbs Khoa Luu ViT 85 8 0 27 Apr 2023
Do SSL Models Have Déjà Vu? A Case of Unintended Memorization in Self-supervised Learning Casey Meehan Florian Bordes Pascal Vincent Kamalika Chaudhuri Chuan Guo 75 18 0 26 Apr 2023
Controllable Image Generation via Collage Representations Arantxa Casanova Marlene Careil Adriana Romero Soriano Christopher Pal Jakob Verbeek M. Drozdzal DiffM 76 6 0 26 Apr 2023
VGOS: Voxel Grid Optimization for View Synthesis from Sparse Inputs Jiakai Sun Zhanjie Zhang Jiafu Chen Guangyuan Li Boyan Ji Lei Zhao Wei Xing Huaizhong Lin 73 21 0 26 Apr 2023
Objectives Matter: Understanding the Impact of Self-Supervised Objectives on Vision Transformer Representations Shashank Shekhar Florian Bordes Pascal Vincent Ari S. Morcos 83 10 0 25 Apr 2023
DuETT: Dual Event Time Transformer for Electronic Health Records Alex Labach Aslesha Pokhrel Xiao Shi Huang S. Zuberi S. Yi M. Volkovs T. Poutanen Rahul G. Krishnan AI4TS MedIm 64 3 0 25 Apr 2023
Img2Vec: A Teacher of High Token-Diversity Helps Masked AutoEncoders Heng Pan Chenyang Liu Wenxiao Wang Liejie Yuan Hongfa Wang Zhifeng Li Wen Liu VLM 64 3 0 25 Apr 2023
Hint-Aug: Drawing Hints from Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning Zhongzhi Yu Shang Wu Y. Fu Shunyao Zhang Yingyan Lin 86 6 0 25 Apr 2023
Segment Anything in 3D with Radiance Fields Jiazhong Cen Jiemin Fang Zanwei Zhou Chen Yang Lingxi Xie Xiaopeng Zhang Wei Shen Qi Tian 140 44 0 24 Apr 2023
A Cookbook of Self-Supervised Learning Randall Balestriero Mark Ibrahim Vlad Sobal Ari S. Morcos Shashank Shekhar ... Pierre Fernandez Amir Bar Hamed Pirsiavash Yann LeCun Micah Goldblum SyDa FedML SSL 161 284 0 24 Apr 2023
You Never Get a Second Chance To Make a Good First Impression: Seeding Active Learning for 3D Semantic Segmentation Nermin Samet Oriane Siméoni Gilles Puy Georgy Ponimatkin Renaud Marlet Vincent Lepetit 3DPC 132 4 0 23 Apr 2023
No Free Lunch in Self Supervised Representation Learning Ihab Bendidi Adrien Bardes E. Cohen Alexis Lamiable Guillaume Bollot Auguste Genovesio OOD 88 11 0 23 Apr 2023
Self-supervised Learning by View Synthesis Shaoteng Liu Xiangyu Zhang T. Hu Jiaya Jia 3DV ViT 115 1 0 22 Apr 2023
Benchmarking Low-Shot Robustness to Natural Distribution Shifts Aaditya K. Singh Kartik Sarangmath Prithvijit Chattopadhyay Judy Hoffman OOD 90 1 0 21 Apr 2023
Advances in Deep Concealed Scene Understanding Deng-Ping Fan Ge-Peng Ji Peng Xu Ming-Ming Cheng Daniel Gehrig Luc Van Gool 103 74 0 21 Apr 2023
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation Wenxuan Wang Jing Wang Chen Chen Jianbo Jiao Yuanxiu Cai Shanshan Song Jiangyun Li MedIm 103 19 0 21 Apr 2023
Point-supervised Single-cell Segmentation via Collaborative Knowledge Sharing Ji Yu 79 5 0 20 Apr 2023
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Johannes Lehner Benedikt Alkin Andreas Fürst Elisabeth Rumetshofer Lukas Miklautz Sepp Hochreiter 111 18 0 20 Apr 2023
Not Only Generative Art: Stable Diffusion for Content-Style Disentanglement in Art Analysis Yankun Wu Yuta Nakashima Noa Garcia CoGe DiffM 69 27 0 20 Apr 2023
Visual DNA: Representing and Comparing Images using Distributions of Neuron Activations Benjamin Ramtoula Matthew Gadd Paul Newman D. Martini 91 10 0 20 Apr 2023
MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation Sang-Kee Jo In-Jae Yu Kyungsu Kim 101 18 0 19 Apr 2023
Transformer-Based Visual Segmentation: A Survey Xiangtai Li Henghui Ding Haobo Yuan Wenwei Zhang Jiangmiao Pang Guangliang Cheng Kai-xiang Chen Ziwei Liu Chen Change Loy ViT MedIm 170 147 0 19 Apr 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding Dilxat Muhtar Xue-liang Zhang Pengfeng Xiao Zhenshi Li Feng-Xue Gu SSL 114 57 0 19 Apr 2023
To Compress or Not to Compress- Self-Supervised Learning and Information Theory: A Review Ravid Shwartz-Ziv Yann LeCun SSL 127 75 0 19 Apr 2023
PointDC:Unsupervised Semantic Segmentation of 3D Point Clouds via Cross-modal Distillation and Super-Voxel Clustering Zisheng Chen Hongbin Xu Weitao Chen Zhipeng Zhou Haihong Xiao Baigui Sun Xuansong Xie Wenxiong Kang 3DPC 75 8 0 18 Apr 2023
STRAP: Structured Object Affordance Segmentation with Point Supervision Lei Cui Xiaoxue Chen Hao Zhao Guyue Zhou Yixin Zhu 3DPC 65 7 0 17 Apr 2023
Delving into Shape-aware Zero-shot Semantic Segmentation Xinyu Liu Beiwen Tian Zhen Wang Rui Wang Kehua Sheng Bo Zhang Hao Zhao Guyue Zhou VLM 106 20 0 17 Apr 2023
Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual Grouping Long Lian Zhirong Wu Stella X. Yu VOS 54 12 0 17 Apr 2023
Self-Supervised Learning from Non-Object Centric Images with a Geometric Transformation Sensitive Architecture Taeho Kim Jong-Min Lee 83 0 0 17 Apr 2023
Autoencoders with Intrinsic Dimension Constraints for Learning Low Dimensional Image Representations Jianzhang Zheng Hao Shen Jian Yang Xuan Tang Mingsong Chen Hui Yu Jielong Guo Xian Wei 46 0 0 16 Apr 2023
Masked Pre-Training of Transformers for Histology Image Analysis Shuai Jiang Liesbeth Hondelink A. Suriawinata Saeed Hassanpour MedIm 57 18 0 14 Apr 2023
Uncovering the Inner Workings of STEGO for Safe Unsupervised Semantic Segmentation Alexander Koenig Maximilian Schambach Johannes Otterbach 65 6 0 14 Apr 2023