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
Exclusive Style Removal for Cross Domain Novel Class Discovery Yicheng Wang Feng Liu Junmin Liu Zhen Fang Kai Sun 36 1 0 26 Jun 2024
3D-MVP: 3D Multiview Pretraining for Robotic Manipulation Shengyi Qian Kaichun Mo Valts Blukis David Fouhey Dieter Fox Ankit Goyal 34 2 0 26 Jun 2024
Investigating Self-Supervised Methods for Label-Efficient Learning S. Nandam Sara Atito Zhenhua Feng Josef Kittler Muhammad Awais VLM 39 0 0 25 Jun 2024
Pseudo Labelling for Enhanced Masked Autoencoders S. Nandam Sara Atito Zhenhua Feng Josef Kittler Muhammad Awais 59 1 0 25 Jun 2024
Self-supervised Pretraining and Finetuning for Monocular Depth and Visual Odometry Boris Chidlovskii L. Antsfeld MDE ViT 29 1 0 16 Jun 2024
SemanticMIM: Marring Masked Image Modeling with Semantics Compression for General Visual Representation Yike Yuan Huanzhang Dou Fengjun Guo Xi Li 31 2 0 15 Jun 2024
Diffusion-Refined VQA Annotations for Semi-Supervised Gaze Following Qiaomu Miao Alexandros Graikos Jingwei Zhang Sounak Mondal Minh Hoai Dimitris Samaras 30 0 0 04 Jun 2024
Scaling Up Deep Clustering Methods Beyond ImageNet-1K Nikolas Adaloglou Félix D. P. Michels Kaspar Senft Diana Petrusheva M. Kollmann 41 1 0 03 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 32 6 0 30 May 2024
Visualizing the loss landscape of Self-supervised Vision Transformer Youngwan Lee Jeffrey Willette Jonghee Kim Sung Ju Hwang ViT 33 1 0 28 May 2024
Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach Huy V. Vo Vasil Khalidov Timothée Darcet Théo Moutakanni Nikita Smetanin ... Maxime Oquab Armand Joulin Hervé Jégou Patrick Labatut Piotr Bojanowski SSL 53 18 0 24 May 2024
Capsule Network Projectors are Equivariant and Invariant Learners Miles Everett A. Durrant Mingjun Zhong Georgios Leontidis SSL 3DPC 38 2 0 23 May 2024
DINO as a von Mises-Fisher mixture model Hariprasath Govindarajan Per Sidén Jacob Roll Fredrik Lindsten 39 11 0 17 May 2024
Modeling Caption Diversity in Contrastive Vision-Language Pretraining Samuel Lavoie Polina Kirichenko Mark Ibrahim Mahmoud Assran Andrew Gordon Wilson Aaron Courville Nicolas Ballas CLIP VLM 61 19 0 30 Apr 2024
Making Better Use of Unlabelled Data in Bayesian Active Learning Freddie Bickford-Smith Adam Foster Tom Rainforth 31 3 0 26 Apr 2024
Road Surface Friction Estimation for Winter Conditions Utilising General Visual Features Risto Ojala Eerik Alamikkotervo 23 1 0 25 Apr 2024
Beyond Known Clusters: Probe New Prototypes for Efficient Generalized Class Discovery Ye Wang Yaxiong Wang Yujiao Wu Bin Zhao Xueming Qian 34 2 0 13 Apr 2024
Guided Masked Self-Distillation Modeling for Distributed Multimedia Sensor Event Analysis Masahiro Yasuda Noboru Harada Yasunori Ohishi Shoichiro Saito Akira Nakayama Nobutaka Ono 34 3 0 12 Apr 2024
Masked Modeling Duo: Towards a Universal Audio Pre-training Framework Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi Noboru Harada K. Kashino 34 10 0 09 Apr 2024
A Two-Phase Recall-and-Select Framework for Fast Model Selection Jianwei Cui Wenhang Shi Honglin Tao Wei Lu Xiaoyong Du 36 0 0 28 Mar 2024
Centered Masking for Language-Image Pre-Training Mingliang Liang Martha Larson VLM CLIP 23 4 0 23 Mar 2024
Siamese Learning with Joint Alignment and Regression for Weakly-Supervised Video Paragraph Grounding Chaolei Tan Jian-Huang Lai Wei-Shi Zheng Jianfang Hu AI4TS 38 5 0 18 Mar 2024
GET: Unlocking the Multi-modal Potential of CLIP for Generalized Category Discovery Enguang Wang Zhimao Peng Zhengyuan Xie Fei Yang Xialei Liu Ming-Ming Cheng 54 3 0 15 Mar 2024
Predicting Generalization of AI Colonoscopy Models to Unseen Data Joel Shor C. McNeil Yotam Intrator Joe Ledsam H. Yamano ... Masaaki Miyo Eiji Oki Ichiro Takemasa Ehud Rivlin Roman Goldenberg 25 0 0 14 Mar 2024
When can we Approximate Wide Contrastive Models with Neural Tangent Kernels and Principal Component Analysis? Gautham Govind Anil P. Esser D. Ghoshdastidar 29 1 0 13 Mar 2024
LAFS: Landmark-based Facial Self-supervised Learning for Face Recognition Zhonglin Sun Chen Feng Ioannis Patras Georgios Tzimiropoulos CVBM SSL 33 3 0 13 Mar 2024
Textual Knowledge Matters: Cross-Modality Co-Teaching for Generalized Visual Class Discovery Haiyang Zheng Nan Pu Wenjing Li N. Sebe Zhun Zhong 41 7 0 12 Mar 2024
Can Generative Models Improve Self-Supervised Representation Learning? Sana Ayromlou Arash Afkanpour Vahid Reza Khazaie Fereshteh Forghani 24 3 0 09 Mar 2024
Augmentations vs Algorithms: What Works in Self-Supervised Learning Warren Morningstar Alex Bijamov Chris Duvarney Luke Friedman N. Kalibhat ... Philip Mansfield Renan A. Rojas-Gomez Karan Singhal Bradley Green Sushant Prakash SSL 23 10 0 08 Mar 2024
Differentially Private Representation Learning via Image Captioning Tom Sander Yaodong Yu Maziar Sanjabi Alain Durmus Yi-An Ma Kamalika Chaudhuri Chuan Guo 56 3 0 04 Mar 2024
Self-Supervised Facial Representation Learning with Facial Region Awareness Zheng Gao Ioannis Patras SSL 38 10 0 04 Mar 2024
VideoMAC: Video Masked Autoencoders Meet ConvNets Gensheng Pei Tao Chen XiRuo Jiang Huafeng Liu Zeren Sun Yazhou Yao VGen 36 9 0 29 Feb 2024
Revisiting Feature Prediction for Learning Visual Representations from Video Adrien Bardes Q. Garrido Jean Ponce Xinlei Chen Michael G. Rabbat Yann LeCun Mahmoud Assran Nicolas Ballas MDE VLM 87 73 0 15 Feb 2024
UNSEE: Unsupervised Non-contrastive Sentence Embeddings Ömer Veysel Çagatan SSL 21 0 0 27 Jan 2024
Learning Representations for Clustering via Partial Information Discrimination and Cross-Level Interaction Hai-Xin Zhang Dong Huang Hua-Bao Ling Guang-Yu Zhang Wei-jun Sun Zi-hao Wen 13 0 0 24 Jan 2024
GTA: Guided Transfer of Spatial Attention from Object-Centric Representations SeokHyun Seo Jinwoo Hong Jungwoo Chae Kyungyul Kim Sangheum Hwang 32 0 0 05 Jan 2024
Masked Modeling for Self-supervised Representation Learning on Vision and Beyond Siyuan Li Luyuan Zhang Zedong Wang Di Wu Lirong Wu ... Jun-Xiong Xia Cheng Tan Yang Liu Baigui Sun Stan Z. Li SSL 33 14 0 31 Dec 2023
Morphing Tokens Draw Strong Masked Image Models Taekyung Kim Byeongho Heo Dongyoon Han 46 3 0 30 Dec 2023
Learning Vision from Models Rivals Learning Vision from Data Yonglong Tian Lijie Fan Kaifeng Chen Dina Katabi Dilip Krishnan Phillip Isola 27 45 0 28 Dec 2023
Self-Supervised Learning for Few-Shot Bird Sound Classification Ilyass Moummad Romain Serizel Nicolas Farrugia SSL 13 9 0 25 Dec 2023
The unreasonable effectiveness of AI CADe polyp detectors to generalize to new countries Joel Shor H. Yamano Daisuke Tsurumaru Yotam Intrator Hiroki Kayama ... Kaho Kobayashi Eiji Oki Roman Goldenberg Ehud Rivlin Ichiro Takemasa CML 12 0 0 11 Dec 2023
Unsupervised Video Domain Adaptation with Masked Pre-Training and Collaborative Self-Training Arun V. Reddy William Paul Corban Rivera Ketul Shah Celso M. de Melo Rama Chellappa 37 4 0 05 Dec 2023
SASSL: Enhancing Self-Supervised Learning via Neural Style Transfer Renan A. Rojas-Gomez Karan Singhal Ali Etemad Alex Bijamov Warren Morningstar Philip Mansfield 14 1 0 02 Dec 2023
Beyond Accuracy: Statistical Measures and Benchmark for Evaluation of Representation from Self-Supervised Learning Jiantao Wu Shentong Mo Sara Atito Josef Kittler Zhenhua Feng Muhammad Awais SSL 25 3 0 02 Dec 2023
Do text-free diffusion models learn discriminative visual representations? Soumik Mukhopadhyay M. Gwilliam Yosuke Yamaguchi Vatsal Agarwal Namitha Padmanabhan Archana Swaminathan Tianyi Zhou Abhinav Shrivastava DiffM 24 11 1 29 Nov 2023
No Representation Rules Them All in Category Discovery S. Vaze Andrea Vedaldi Andrew Zisserman OOD 31 31 0 28 Nov 2023
Understanding Self-Supervised Features for Learning Unsupervised Instance Segmentation Paul Engstler Luke Melas-Kyriazi Christian Rupprecht Iro Laina SSL 20 3 0 24 Nov 2023
Self-similarity Prior Distillation for Unsupervised Remote Physiological Measurement Xinyu Zhang Weiyu Sun Hao Lu Ying Chen Yun Ge Xiaolin Huang Jie Yuan Yingcong Chen 16 2 0 09 Nov 2023
ProS: Facial Omni-Representation Learning via Prototype-based Self-Distillation Xing Di Yiyu Zheng Xiaoming Liu Yu Cheng 18 3 0 03 Nov 2023
SemiGPC: Distribution-Aware Label Refinement for Imbalanced Semi-Supervised Learning Using Gaussian Processes Abdelhak Lemkhenter Manchen Wang L. Zancato Gurumurthy Swaminathan Paolo Favaro Davide Modolo 33 0 0 03 Nov 2023