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Emerging Properties in Self-Supervised Vision Transformers

29 April 2021

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

50 / 4,175 papers shown

Title
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 536 3,535 0 14 Apr 2023
CAMM: Building Category-Agnostic and Animatable 3D Models from Monocular Videos Tianshu Kuai Akash Karthikeyan Yash Kant Ashkan Mirzaei Igor Gilitschenski 84 9 0 14 Apr 2023
CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery Shaozhe Hao Kai Han Kwan-Yee K. Wong 94 18 0 14 Apr 2023
Multi-Mode Online Knowledge Distillation for Self-Supervised Visual Representation Learning Kaiyou Song Jin Xie Shanyi Zhang Zimeng Luo 86 31 0 13 Apr 2023
Hard Patches Mining for Masked Image Modeling Haochen Wang Kaiyou Song Junsong Fan Yuxi Wang Jin Xie Zhaoxiang Zhang 72 64 0 12 Apr 2023
Self-Supervised Learning with Cluster-Aware-DINO for High-Performance Robust Speaker Verification Bing Han Zhengyang Chen Y. Qian 61 21 0 12 Apr 2023
Wild Face Anti-Spoofing Challenge 2023: Benchmark and Results Dong Wang Jiaxin Guo Qiqi Shao Haochi He Zhian Chen ... Sergio Escalera Hugo Jair Escalante Lei Zhen Jun Wan Jiankang Deng CVBM AAML 58 11 0 12 Apr 2023
Learning Transferable Pedestrian Representation from Multimodal Information Supervision Li-Na Bao Longhui Wei Xiaoyu Qiu Wen-gang Zhou Houqiang Li Qi Tian SSL 75 5 0 12 Apr 2023
Distilling Token-Pruned Pose Transformer for 2D Human Pose Estimation Feixiang Ren ViT 83 2 0 12 Apr 2023
VidStyleODE: Disentangled Video Editing via StyleGAN and NeuralODEs Moayed Haji-Ali Andrew Bond Tolga Birdal Duygu Ceylan Levent Karacan Erkut Erdem Aykut Erdem VGen DiffM 219 2 0 12 Apr 2023
MOST: Multiple Object localization with Self-supervised Transformers for object discovery Sai Saketh Rambhatla Ishan Misra Rama Chellappa Abhinav Shrivastava 129 10 0 11 Apr 2023
A Billion-scale Foundation Model for Remote Sensing Images Keumgang Cha Junghoon Seo Taekyung Lee 118 71 0 11 Apr 2023
Self-supervision for medical image classification: state-of-the-art performance with ~100 labeled training samples per class M. Nielsen Laura Wenderoth T. Sentker R. Werner AI4MH OOD 45 14 0 11 Apr 2023
SATR: Zero-Shot Semantic Segmentation of 3D Shapes Ahmed Abdelreheem Ivan Skorokhodov M. Ovsjanikov Peter Wonka 3DPC 113 39 0 11 Apr 2023
GraphMAE2: A Decoding-Enhanced Masked Self-Supervised Graph Learner Zhenyu Hou Yufei He Yukuo Cen Xiao Liu Yuxiao Dong Evgeny Kharlamov Jie Tang SSL 68 117 0 10 Apr 2023
ViT-Calibrator: Decision Stream Calibration for Vision Transformer Lin Chen Zhijie Jia Tian Qiu Lechao Cheng Jie Lei Zunlei Feng Min-Gyoo Song 64 2 0 10 Apr 2023
Token Boosting for Robust Self-Supervised Visual Transformer Pre-training Tianjiao Li Lin Geng Foo Ping Hu Xindi Shang Hossein Rahmani Zehuan Yuan Jing Liu 119 7 0 09 Apr 2023
Linking Representations with Multimodal Contrastive Learning Abhishek Arora Xinmei Yang Shao-Yu Jheng Melissa Dell 51 1 0 07 Apr 2023
Rethinking Evaluation Protocols of Visual Representations Learned via Self-supervised Learning Jaehoon Lee Doyoung Yoon Byeongmoon Ji Kyungyul Kim Sangheum Hwang SSL 77 3 0 07 Apr 2023
RoSteALS: Robust Steganography using Autoencoder Latent Space Tu Bui Shrutina Agarwal Ning Yu John Collomosse 100 42 0 06 Apr 2023
Self-Supervised Video Similarity Learning Giorgos Kordopatis-Zilos Giorgos Tolias Christos Tzelepis I. Kompatsiaris Ioannis Patras Symeon Papadopoulos SSL 65 8 0 06 Apr 2023
Diffusion Models as Masked Autoencoders Chen Wei K. Mangalam Po-Yao (Bernie) Huang Yanghao Li Haoqi Fan Hu Xu Huiyu Wang Cihang Xie Alan Yuille Christoph Feichtenhofer DiffM SyDa 100 53 0 06 Apr 2023
Visual Dependency Transformers: Dependency Tree Emerges from Reversed Attention Mingyu Ding Songlin Yang Lijie Fan Zhenfang Chen Z. Chen Ping Luo J. Tenenbaum Chuang Gan ViT 157 15 0 06 Apr 2023
From Saliency to DINO: Saliency-guided Vision Transformer for Few-shot Keypoint Detection Changsheng Lu Hao Zhu Piotr Koniusz 77 11 0 06 Apr 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 111 6 0 06 Apr 2023
What's in a Name? Beyond Class Indices for Image Recognition Kai Han Yandong Li S. Vaze Jie Li Xuhui Jia VLM 85 7 0 05 Apr 2023
DiGA: Distil to Generalize and then Adapt for Domain Adaptive Semantic Segmentation Fengyi Shen A. Gurram Ziyuan Liu He Wang Alois Knoll 84 28 0 05 Apr 2023
GINA-3D: Learning to Generate Implicit Neural Assets in the Wild Bokui Shen Xinchen Yan C. Qi Mahyar Najibi Boyang Deng Leonidas Guibas Yin Zhou Drago Anguelov 3DV 98 21 0 04 Apr 2023
Multi-Level Contrastive Learning for Dense Prediction Task Qiushan Guo Yizhou Yu Yi Jiang Jiannan Wu Zehuan Yuan Ping Luo SSL 106 2 0 04 Apr 2023
Strong Baselines for Parameter Efficient Few-Shot Fine-tuning S. Basu Daniela Massiceti S. Hu Soheil Feizi VLM 85 34 0 04 Apr 2023
Divided Attention: Unsupervised Multi-Object Discovery with Contextually Separated Slots Dong Lao Zhengyang Hu Francesco Locatello Yanchao Yang Stefano Soatto OCL 92 5 0 04 Apr 2023
Video Instance Segmentation in an Open-World Omkar Thawakar Sanath Narayan Hisham Cholakkal Rao Muhammad Anwer Salman Khan Jorma T. Laaksonen M. Shah Fahad Shahbaz Khan VLM 55 3 0 03 Apr 2023
Associating Spatially-Consistent Grouping with Text-supervised Semantic Segmentation Yabo Zhang Zihao Wang Jun Hao Liew Jingjia Huang Manyu Zhu Jiashi Feng W. Zuo VLM 52 4 0 03 Apr 2023
ViT-DAE: Transformer-driven Diffusion Autoencoder for Histopathology Image Analysis Xuanang Xu S. Kapse Rajarsi R. Gupta Prateek Prasanna DiffM MedIm 72 19 0 03 Apr 2023
Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies Ligong Han Seung-Jun Han Shivchander Sudalairaj Charlotte Loh Rumen Dangovski ... Pulkit Agrawal Dimitris N. Metaxas Leonid Karlinsky Tsui-Wei Weng Akash Srivastava 98 1 0 02 Apr 2023
HaLP: Hallucinating Latent Positives for Skeleton-based Self-Supervised Learning of Actions Anshul B. Shah A. Roy Ketul Shah Shlok Kumar Mishra David W. Jacobs A. Cherian Ramalingam Chellappa SSL 62 29 0 01 Apr 2023
JacobiNeRF: NeRF Shaping with Mutual Information Gradients Xiaomeng Xu Yanchao Yang Kaichun Mo Boxiao Pan L. Yi Leonidas Guibas 86 10 0 01 Apr 2023
Where are we in the search for an Artificial Visual Cortex for Embodied Intelligence? Arjun Majumdar Karmesh Yadav Sergio Arnaud Yecheng Jason Ma Claire Chen ... Dhruv Batra Yixin Lin Oleksandr Maksymets Aravind Rajeswaran Franziska Meier LM&Ro 79 185 0 31 Mar 2023
INoD: Injected Noise Discriminator for Self-Supervised Representation Learning in Agricultural Fields Julia Hindel Nikhil Gosala Kevin Bregler Abhinav Valada 57 7 0 31 Mar 2023
Exploring the Limits of Deep Image Clustering using Pretrained Models Nikolas Adaloglou Félix D. P. Michels Hamza Kalisch M. Kollmann VLM 80 29 0 31 Mar 2023
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks Weihua Chen Xianzhe Xu Jian Jia Haowen Luo Yaohua Wang F. Wang Rong Jin Xiuyu Sun SSL 93 100 0 30 Mar 2023
Removing supervision in semantic segmentation with local-global matching and area balancing Simone Rossetti Nico Sama F. Pirri VLM 82 0 0 30 Mar 2023
Dynamic Conceptional Contrastive Learning for Generalized Category Discovery Nan Pu Zhun Zhong N. Sebe 72 71 0 30 Mar 2023
PMatch: Paired Masked Image Modeling for Dense Geometric Matching Shengjie Zhu Xiaoming Liu 104 25 0 30 Mar 2023
Masked Autoencoders as Image Processors Huiyu Duan Wei Shen Xiongkuo Min Danyang Tu Long Teng Jia Wang Guangtao Zhai ViT 64 11 0 30 Mar 2023
Kaizen: Practical Self-supervised Continual Learning with Continual Fine-tuning Chi Ian Tang Lorena Qendro Dimitris Spathis F. Kawsar Cecilia Mascolo Akhil Mathur CLL 65 13 0 30 Mar 2023
A View From Somewhere: Human-Centric Face Representations Jerone T. A. Andrews Przemyslaw K. Joniak Alice Xiang CVBM 71 9 0 30 Mar 2023
Mixed Autoencoder for Self-supervised Visual Representation Learning Kai Chen Zhili Liu Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung SSL 123 45 0 30 Mar 2023
Soft Neighbors are Positive Supporters in Contrastive Visual Representation Learning Chongjian Ge Jiangliu Wang Zhan Tong Shoufa Chen Yibing Song Ping Luo SSL 75 28 0 30 Mar 2023
Sketch-an-Anchor: Sub-epoch Fast Model Adaptation for Zero-shot Sketch-based Image Retrieval Leo Sampaio Ferraz Ribeiro M. Ponti 84 2 0 29 Mar 2023