Masked Siamese Networks for Label-Efficient Learning

14 April 2022

Pascal Vincent

Papers citing "Masked Siamese Networks for Label-Efficient Learning"

50 / 226 papers shown

Title
Fine tuning Pre trained Models for Robustness Under Noisy Labels Sumyeong Ahn Sihyeon Kim Jongwoo Ko SeYoung Yun AAML NoLa 32 5 0 24 Oct 2023
Pre-Training LiDAR-Based 3D Object Detectors Through Colorization Tai-Yu Pan Chenyang Ma Tianle Chen Cheng Perng Phoo Katie Z Luo Yurong You Mark E. Campbell Kilian Q. Weinberger B. Hariharan Wei-Lun Chao 3DPC 25 4 0 23 Oct 2023
Learning with Unmasked Tokens Drives Stronger Vision Learners Taekyung Kim Sanghyuk Chun Byeongho Heo Dongyoon Han SSL 42 1 0 20 Oct 2023
Domain-specific optimization and diverse evaluation of self-supervised models for histopathology Jeremy Lai Faruk Ahmed Supriya Vijay Tiam Jaroensri Jessica Loo ... Jonathan Krause Yun-hui Liu Po-Hsuan Cameron Chen Ellery Wulczyn David F. Steiner 38 7 0 20 Oct 2023
Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey Oriane Siméoni Éloi Zablocki Spyros Gidaris Gilles Puy Patrick Pérez 29 10 0 19 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 33 18 0 11 Oct 2023
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding Mingming Zhang Qingjie Liu Yunhong Wang 32 5 0 28 Sep 2023
Masking Improves Contrastive Self-Supervised Learning for ConvNets, and Saliency Tells You Where Zhi-Yi Chin Chieh-Ming Jiang Ching-Chun Huang Pin-Yu Chen Wei-Chen Chiu SSL 29 0 0 22 Sep 2023
DiffAug: Enhance Unsupervised Contrastive Learning with Domain-Knowledge-Free Diffusion-based Data Augmentation Z. Zang Hao Luo Kaidi Wang Panpan Zhang F. Wang Stan. Z Li Yang You 27 5 0 10 Sep 2023
Vision-Based Traffic Accident Detection and Anticipation: A Survey Jianwu Fang Jiahuan Qiao Jianru Xue Zhengguo Li 21 26 0 30 Aug 2023
Enhancing Landmark Detection in Cluttered Real-World Scenarios with Vision Transformers Mohammad Javad Rajabi Morteza Mirzai A. Nickabadi ViT 32 0 0 25 Aug 2023
Self-Supervised Learning for Endoscopic Video Analysis Roy Hirsch Mathilde Caron Regev Cohen Amir Livne Ron Shapiro Tomer Golany Roman Goldenberg Daniel Freedman Ehud Rivlin SSL 36 16 0 23 Aug 2023
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery Grzegorz Rype'sć Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski VLM CLL 33 2 0 23 Aug 2023
Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations Mohammadreza Salehi E. Gavves Cees G. M. Snoek Yuki M. Asano VOS 32 19 0 22 Aug 2023
Masked Momentum Contrastive Learning for Zero-shot Semantic Understanding Jiantao Wu Shentong Mo Muhammad Awais Sara Atito Zhenhua Feng J. Kittler VLM 27 4 0 22 Aug 2023
Efficient Representation Learning for Healthcare with Cross-Architectural Self-Supervision P. Singh Jacopo Cirrone OOD SSL 27 2 0 19 Aug 2023
BarlowRL: Barlow Twins for Data-Efficient Reinforcement Learning Omer Veysel Cagatan Barış Akgün BDL OffRL 35 3 0 08 Aug 2023
Feature-Suppressed Contrast for Self-Supervised Food Pre-training Xinda Liu Yaohui Zhu Linhu Liu Jiang Tian Lili Wang SSL 33 2 0 07 Aug 2023
A Multidimensional Analysis of Social Biases in Vision Transformers Jannik Brinkmann Paul Swoboda Christian Bartelt 22 6 0 03 Aug 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features Adrien Bardes Jean Ponce Yann LeCun MDE 36 23 0 24 Jul 2023
MOCA: Self-supervised Representation Learning by Predicting Masked Online Codebook Assignments Spyros Gidaris Andrei Bursuc Oriane Siméoni Antonín Vobecký N. Komodakis Matthieu Cord Patrick Pérez SSL ViT 24 3 0 18 Jul 2023
Diffusion Models Beat GANs on Image Classification Soumik Mukhopadhyay M. Gwilliam Vatsal Agarwal Namitha Padmanabhan A. Swaminathan Srinidhi Hegde Dinesh Manocha Abhinav Shrivastava DiffM 29 45 1 17 Jul 2023
Continual Learners are Incremental Model Generalizers Jaehong Yoon Sung Ju Hwang Yu Cao CLL 33 5 0 21 Jun 2023
Semi-supervised learning made simple with self-supervised clustering Enrico Fini Pietro Astolfi Alahari Karteek Xavier Alameda-Pineda Julien Mairal Moin Nabi Elisa Ricci SSL 39 25 0 13 Jun 2023
FLSL: Feature-level Self-supervised Learning Qing Su Anton Netchaev Hai Helen Li Shihao Ji 27 4 0 09 Jun 2023
ADDP: Learning General Representations for Image Recognition and Generation with Alternating Denoising Diffusion Process Changyao Tian Chenxin Tao Jifeng Dai Hao Li Ziheng Li Lewei Lu Xiaogang Wang Hongsheng Li Gao Huang Xizhou Zhu DiffM 25 9 0 08 Jun 2023
R-MAE: Regions Meet Masked Autoencoders Duy-Kien Nguyen Vaibhav Aggarwal Yanghao Li Martin R. Oswald Alexander Kirillov Cees G. M. Snoek Xinlei Chen TPM 34 11 0 08 Jun 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 23 38 0 07 Jun 2023
Asymmetric Patch Sampling for Contrastive Learning Chen Shen Jianzhong Chen Shu Wang Hulin Kuang Jin Liu Jianxin Wang SSL 33 4 0 05 Jun 2023
Contextual Vision Transformers for Robust Representation Learning Yu Bao Theofanis Karaletsos ViT 26 13 0 30 May 2023
Instance-based Max-margin for Practical Few-shot Recognition Minghao Fu Kevin Zhu Jianxin Wu 35 2 0 27 May 2023
Benchmarking Diverse-Modal Entity Linking with Generative Models Sijia Wang A. Li He Zhu Shenmin Zhang Chung-Wei Hang ... William Wang Zhiguo Wang Vittorio Castelli Bing Xiang Patrick K. L. Ng VLM 43 8 0 27 May 2023
Image as First-Order Norm+Linear Autoregression: Unveiling Mathematical Invariance Yinpeng Chen Xiyang Dai Dongdong Chen Mengchen Liu Lu Yuan Zicheng Liu Youzuo Lin 26 2 0 25 May 2023
Siamese Masked Autoencoders Agrim Gupta Jiajun Wu Jia Deng Li Fei-Fei 38 49 0 23 May 2023
Training Transitive and Commutative Multimodal Transformers with LoReTTa Manuel Tran Yashin Dicente Cid Amal Lahiani Fabian J. Theis Tingying Peng Eldad Klaiman 26 2 0 23 May 2023
HMSN: Hyperbolic Self-Supervised Learning by Clustering with Ideal Prototypes A. Durrant Georgios Leontidis SSL 32 4 0 18 May 2023
Incremental Generalized Category Discovery Bingchen Zhao Oisin Mac Aodha CLL 45 12 0 27 Apr 2023
Objectives Matter: Understanding the Impact of Self-Supervised Objectives on Vision Transformer Representations Shashank Shekhar Florian Bordes Pascal Vincent Ari S. Morcos 26 10 0 25 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 44 273 0 24 Apr 2023
Benchmarking Low-Shot Robustness to Natural Distribution Shifts Aaditya K. Singh Kartik Sarangmath Prithvijit Chattopadhyay Judy Hoffman OOD 44 1 0 21 Apr 2023
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Johannes Lehner Benedikt Alkin Andreas Fürst Elisabeth Rumetshofer Lukas Miklautz Sepp Hochreiter 26 18 0 20 Apr 2023
Complex Mixer for MedMNIST Classification Decathlon Zhuoran Zheng Xiuyi Jia 29 7 0 20 Apr 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding Dilxat Muhtar Xue-liang Zhang P. Xiao Zhenshi Li Feng-Xue Gu SSL 43 50 0 19 Apr 2023
Self-Supervised Learning from Non-Object Centric Images with a Geometric Transformation Sensitive Architecture Taeho Kim Jong-Min Lee 31 0 0 17 Apr 2023
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 110 3,041 0 14 Apr 2023
A surprisingly simple technique to control the pretraining bias for better transfer: Expand or Narrow your representation Florian Bordes Samuel Lavoie Randall Balestriero Nicolas Ballas Pascal Vincent SSL 34 5 0 11 Apr 2023
Rethinking Evaluation Protocols of Visual Representations Learned via Self-supervised Learning Jaehoon Lee Doyoung Yoon Byeongmoon Ji Kyungyul Kim Sangheum Hwang SSL 57 3 0 07 Apr 2023
Exploring the Limits of Deep Image Clustering using Pretrained Models Nikolas Adaloglou Félix D. P. Michels Hamza Kalisch M. Kollmann VLM 29 26 0 31 Mar 2023
Whether and When does Endoscopy Domain Pretraining Make Sense? Dominik Batić Felix Holm Ege Ozsoy Tobias Czempiel Nassir Navab 20 7 0 30 Mar 2023
On the Stepwise Nature of Self-Supervised Learning James B. Simon Maksis Knutins Liu Ziyin Daniel Geisz Abraham J. Fetterman Joshua Albrecht SSL 37 30 0 27 Mar 2023