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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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Title
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology Ramin Nakhli Allen W. Zhang Katherine Rich Amirali Darbandsari Elahe Shenasa ... K. Milne J. McAlpine B. Nelson C. Gilks A. Bashashati 47 7 0 08 Mar 2023
Centroid-centered Modeling for Efficient Vision Transformer Pre-training Xin Yan Zuchao Li Lefei Zhang Bo Du Dacheng Tao VLM 73 0 0 08 Mar 2023
Grasping Student: semi-supervised learning for robotic manipulation P. Krzywicki Krzysztof Ciebiera Rafal Michaluk Inga Maziarz Marek Cygan SSL 53 0 0 08 Mar 2023
A Message Passing Perspective on Learning Dynamics of Contrastive Learning Yifei Wang Qi Zhang Tianqi Du Jiansheng Yang Zhouchen Lin Yisen Wang SSL 67 20 0 08 Mar 2023
Probing Graph Representations Mohammad Sadegh Akhondzadeh Vijay Lingam Aleksandar Bojchevski 95 10 0 07 Mar 2023
SPARTAN: Self-supervised Spatiotemporal Transformers Approach to Group Activity Recognition N. V. R. Chappa Pha Nguyen Alec Nelson Han-Seok Seo Xin Li P. Dobbs Khoa Luu ViT 98 14 0 06 Mar 2023
MABNet: Master Assistant Buddy Network with Hybrid Learning for Image Retrieval Rohit Agarwal Gyanendra Das Saksham Aggarwal Alexander Horsch Dilip K. Prasad 69 0 0 06 Mar 2023
Semantic-aware Occlusion Filtering Neural Radiance Fields in the Wild Jae-Won Lee In-Ho Kim Hwan Heo Hyunwoo J. Kim 93 8 0 05 Mar 2023
DPA-P2PNet: Deformable Proposal-aware P2PNet for Accurate Point-based Cell Detection Zhongyi Shui S. Zheng Chenglu Zhu Shichuan Zhang Xiaoxuan Yu Honglin Li Jingxiong Li Pingyi Chen Ling Yang 3DPC 104 5 0 05 Mar 2023
Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism Zhijian Zhuo Yifei Wang Jinwen Ma Yisen Wang 113 25 0 04 Mar 2023
Unleashing Text-to-Image Diffusion Models for Visual Perception Wenliang Zhao Yongming Rao Zuyan Liu Benlin Liu Jie Zhou Jiwen Lu ObjD VLM MDE 249 233 0 03 Mar 2023
Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners Renrui Zhang Xiangfei Hu Bohao Li Siyuan Huang Hanqiu Deng Hongsheng Li Yu Qiao Peng Gao VLM MLLM 108 181 0 03 Mar 2023
Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models Naman D. Singh Francesco Croce Matthias Hein OOD 121 67 0 03 Mar 2023
Learning Common Rationale to Improve Self-Supervised Representation for Fine-Grained Visual Recognition Problems Yangyang Shu Anton Van Den Hengel Lingqiao Liu SSL 68 15 0 03 Mar 2023
Hierarchical discriminative learning improves visual representations of biomedical microscopy Cheng Jiang X. Hou A. Kondepudi Asadur Chowdury C. Freudiger D. Orringer Honglak Lee Todd C. Hollon 81 13 0 02 Mar 2023
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention Paria Mehrani John K. Tsotsos 90 25 0 02 Mar 2023
Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition Yiqing Liang Eliot Laidlaw Alexander Meyerowitz Srinath Sridhar James Tompkin VOS 71 14 0 02 Mar 2023
Token Contrast for Weakly-Supervised Semantic Segmentation Lixiang Ru Heliang Zheng Yibing Zhan Bo Du ViT 106 91 0 02 Mar 2023
Visual Atoms: Pre-training Vision Transformers with Sinusoidal Waves Sora Takashima Ryo Hayamizu Nakamasa Inoue Hirokatsu Kataoka Rio Yokota 102 20 0 02 Mar 2023
Nearest Neighbors Meet Deep Neural Networks for Point Cloud Analysis Renrui Zhang Liuhui Wang Ziyu Guo Jianbo Shi 3DPC 112 10 0 01 Mar 2023
An Information-Theoretic Perspective on Variance-Invariance-Covariance Regularization Ravid Shwartz-Ziv Randall Balestriero Kenji Kawaguchi Tim G. J. Rudner Yann LeCun 70 23 0 01 Mar 2023
Multimodal Industrial Anomaly Detection via Hybrid Fusion Yue Wang Jinlong Peng Jiangning Zhang Ran Yi Yabiao Wang Chengjie Wang 3DPC 151 97 0 01 Mar 2023
DMSA: Dynamic Multi-scale Unsupervised Semantic Segmentation Based on Adaptive Affinity Kun Yang Jun Lu 47 0 0 01 Mar 2023
Generic-to-Specific Distillation of Masked Autoencoders Wei Huang Zhiliang Peng Li Dong Furu Wei Jianbin Jiao QiXiang Ye 90 23 0 28 Feb 2023
Mask3D: Pre-training 2D Vision Transformers by Learning Masked 3D Priors Ji Hou Xiaoliang Dai Zijian He Angela Dai Matthias Nießner ViT 3DPC 85 17 0 28 Feb 2023
Efficient Masked Autoencoders with Self-Consistency Zhaowen Li Yousong Zhu Zhiyang Chen Wei Li Chaoyang Zhao Rui Zhao Ming Tang Jinqiao Wang 136 2 0 28 Feb 2023
DC-Former: Diverse and Compact Transformer for Person Re-Identification Wenqi Li Cheng Zou Meng Wang Furong Xu Jianan Zhao Ruobing Zheng Yuan Cheng Wei Chu ViT 86 41 0 28 Feb 2023
Foundation Model Drives Weakly Incremental Learning for Semantic Segmentation Chaohui Yu Qiang-feng Zhou Jingliang Li Jia-Chao Yuan Zhibin Wang Fan Wang VLM CLL 69 14 0 28 Feb 2023
Enhanced Controllability of Diffusion Models via Feature Disentanglement and Realism-Enhanced Sampling Methods Wonwoong Cho Hareesh Ravi Midhun Harikumar V. Khuc Krishna Kumar Singh Jingwan Lu David I. Inouye Ajinkya Kale DiffM 161 7 0 28 Feb 2023
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Ziyu Jiang Yinpeng Chen Mengchen Liu Dongdong Chen Xiyang Dai Lu Yuan Zicheng Liu Zhangyang Wang SSL VLM CLIP 102 18 0 27 Feb 2023
Internet Explorer: Targeted Representation Learning on the Open Web Alexander C. Li Ellis L Brown Alexei A. Efros Deepak Pathak VLM 76 26 0 27 Feb 2023
ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image Generation Yuxiang Wei Yabo Zhang Zhilong Ji Jinfeng Bai Lei Zhang W. Zuo DiffM 107 329 0 27 Feb 2023
Self Correspondence Distillation for End-to-End Weakly-Supervised Semantic Segmentation Rongtao Xu Changwei Wang Jiaxi Sun Shibiao Xu Weiliang Meng Xiaopeng Zhang 72 47 0 27 Feb 2023
Boosting Adversarial Transferability using Dynamic Cues Muzammal Naseer Ahmad A Mahmood Salman Khan Fahad Shahbaz Khan AAML 66 6 0 23 Feb 2023
Random Teachers are Good Teachers Felix Sarnthein Gregor Bachmann Sotiris Anagnostidis Thomas Hofmann 85 5 0 23 Feb 2023
Open Challenges for Monocular Single-shot 6D Object Pose Estimation S. Thalhammer Peter Honig Jean-Baptiste Weibel Markus Vincze 94 3 0 23 Feb 2023
ACE: Zero-Shot Image to Image Translation via Pretrained Auto-Contrastive-Encoder Sihan Xu Zelong Jiang Ruisi Liu Kai-Lin Yang Zhijie Huang VLM 72 1 0 22 Feb 2023
Steerable Equivariant Representation Learning Sangnie Bhardwaj Willie McClinton Tongzhou Wang Guillaume Lajoie Chen Sun Phillip Isola Dilip Krishnan OOD LLMSV 69 5 0 22 Feb 2023
Novel Class Discovery: an Introduction and Key Concepts Colin Troisemaine V. Lemaire Stéphane Gosselin Alexandre Reiffers-Masson Joachim Flocon-Cholet Sandrine Vaton 107 22 0 22 Feb 2023
A Visual Representation-guided Framework with Global Affinity for Weakly Supervised Salient Object Detection Binwei Xu Haoran Liang WeiHua Gong Ronghua Liang Peng Chen 84 14 0 21 Feb 2023
RealFusion: 360° Reconstruction of Any Object from a Single Image Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 172 301 0 21 Feb 2023
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few Labels Zebin You Yong Zhong Fan Bao Jiacheng Sun Chongxuan Li Jun Zhu DiffM VLM 283 42 0 21 Feb 2023
Unsupervised Learning on a DIET: Datum IndEx as Target Free of Self-Supervision, Reconstruction, Projector Head Randall Balestriero 95 3 0 20 Feb 2023
Evaluating Representations with Readout Model Switching Yazhe Li J. Bornschein Marcus Hutter 65 0 0 19 Feb 2023
Mutual Exclusive Modulator for Long-Tailed Recognition Haixu Long Xiaolin Zhang Yanbin Liu Zongtai Luo Jianbo Liu 63 2 0 19 Feb 2023
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Yu Fu Yu Xie Yanwei Fu Yugang Jiang 78 38 0 18 Feb 2023
Self-Supervised Representation Learning from Temporal Ordering of Automated Driving Sequences Christopher Lang Alexander Braun Lars Schillingmann Karsten Haug Abhinav Valada SSL 90 11 0 17 Feb 2023
Adversarial Contrastive Distillation with Adaptive Denoising Yuzheng Wang Zhaoyu Chen Dingkang Yang Yang Liu Siao Liu Wenqiang Zhang Lizhe Qi 97 22 0 17 Feb 2023
Object-centric Learning with Cyclic Walks between Parts and Whole Ziyu Wang Mike Zheng Shou Mengmi Zhang OCL 85 11 0 16 Feb 2023
ConceptFusion: Open-set Multimodal 3D Mapping Krishna Murthy Jatavallabhula Ali Kuwajerwala Qiao Gu Mohd. Omama Tao Chen ... Celso Miguel de Melo Madhava Krishna Liam Paull Florian Shkurti Antonio Torralba 114 246 0 14 Feb 2023