Self-labelling via simultaneous clustering and representation learning

13 November 2019

Yuki M. Asano

Christian Rupprecht

Andrea Vedaldi

SSL

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Papers citing "Self-labelling via simultaneous clustering and representation learning"

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Title
Learning Visual Representations via Language-Guided Sampling Mohamed El Banani Karan Desai Justin Johnson SSL VLM 21 28 0 23 Feb 2023
Unsupervised Learning on a DIET: Datum IndEx as Target Free of Self-Supervision, Reconstruction, Projector Head Randall Balestriero 38 3 0 20 Feb 2023
Cut and Learn for Unsupervised Object Detection and Instance Segmentation Xudong Wang Rohit Girdhar Stella X. Yu Ishan Misra VLM 59 162 0 26 Jan 2023
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 46 9 0 12 Jan 2023
Combining Self-labeling with Selective Sampling Jedrzej Kozal Michal Wo'zniak 26 3 0 11 Jan 2023
Learning the Relation between Similarity Loss and Clustering Loss in Self-Supervised Learning Jidong Ge YuXiang Liu Jie Gui Lanting Fang Ming Lin James T. Kwok LiGuo Huang B. Luo SSL 22 5 0 08 Jan 2023
GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning Emanuele Sansone Robin Manhaeve SSL 20 9 0 27 Dec 2022
Audiovisual Masked Autoencoders Mariana-Iuliana Georgescu Eduardo Fonseca Radu Tudor Ionescu Mario Lucic Cordelia Schmid Anurag Arnab SSL 37 43 0 09 Dec 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 38 12 0 27 Nov 2022
Reason from Context with Self-supervised Learning Xinyu Liu Ankur Sikarwar Gabriel Kreiman Zenglin Shi Mengmi Zhang ReLM LRM 32 1 0 23 Nov 2022
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 38 67 0 21 Nov 2022
Weighted Ensemble Self-Supervised Learning Yangjun Ruan Saurabh Singh Warren Morningstar Alexander A. Alemi Sergey Ioffe Ian S. Fischer Joshua V. Dillon FedML 29 15 0 18 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
Unified Optimal Transport Framework for Universal Domain Adaptation Wanxing Chang Ye Shi H. Tuan Jingya Wang OT 24 60 0 31 Oct 2022
SL3D: Self-supervised-Self-labeled 3D Recognition Fernando Julio Cendra Lan Ma Jiajun Shen Xiaojuan Qi 3DPC 40 3 0 30 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 23 8 0 23 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 29 40 0 20 Oct 2022
Learning to Discover and Detect Objects V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 33 10 0 19 Oct 2022
Towards Efficient and Effective Self-Supervised Learning of Visual Representations Sravanti Addepalli Kaushal Bhogale Priyam Dey R. Venkatesh Babu SSL 18 8 0 18 Oct 2022
Motion Aware Self-Supervision for Generic Event Boundary Detection Ayush K. Rai Tarun Krishna J. Dietlmeier Kevin McGuinness Alan F. Smeaton Noel E. O'Connor 34 2 0 11 Oct 2022
Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps Kuilin Chen Chi-Guhn Lee SSL 40 3 0 07 Oct 2022
Data Augmentation-free Unsupervised Learning for 3D Point Cloud Understanding Guofeng Mei Cristiano Saltori Fabio Poiesi Jian Zhang Elisa Ricci N. Sebe Qiang Wu 3DPC 59 5 0 06 Oct 2022
GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models Chen Liang Wenguan Wang Jiaxu Miao Yi Yang VLM 41 117 0 05 Oct 2022
The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning Romain Cosentino Sarath Shekkizhar Mahdi Soltanolkotabi A. Avestimehr Antonio Ortega SSL 56 7 0 18 Sep 2022
Gromov-Wasserstein Autoencoders Nao Nakagawa Ren Togo Takahiro Ogawa Miki Haseyama GAN DRL 26 11 0 15 Sep 2022
ScaTE: A Scalable Framework for Self-Supervised Traversability Estimation in Unstructured Environments Junwon Seo Taekyung Kim K. Kwak Jihong Min Inwook Shim 39 34 0 14 Sep 2022
Improving Self-Supervised Learning by Characterizing Idealized Representations Yann Dubois Tatsunori Hashimoto Stefano Ermon Percy Liang SSL 83 40 0 13 Sep 2022
Generalized Intent Discovery: Learning from Open World Dialogue System Yutao Mou Keqing He Yanan Wu Pei Wang Jingang Wang Wei Wu Y. Huang Junlan Feng Weiran Xu 37 8 0 13 Sep 2022
MORI-RAN: Multi-view Robust Representation Learning via Hybrid Contrastive Fusion Guanzhou Ke Yong-Nan Zhu Yang Yu 37 7 0 26 Aug 2022
Learning crop type mapping from regional label proportions in large-scale SAR and optical imagery L. E. L. Rosa Dario Augusto Borges Oliveira Pedram Ghamisi 34 7 0 24 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 45 113 0 24 Aug 2022
RAIN: RegulArization on Input and Network for Black-Box Domain Adaptation Qucheng Peng Zhengming Ding Lingjuan Lyu Lichao Sun Chen Chen OOD MLAU 29 18 0 22 Aug 2022
SdAE: Self-distillated Masked Autoencoder Yabo Chen Yuchen Liu Dongsheng Jiang Xiaopeng Zhang Wenrui Dai H. Xiong Qi Tian ViT 26 70 0 31 Jul 2022
Adaptive Soft Contrastive Learning Chen Feng Ioannis Patras SSL 25 19 0 22 Jul 2022
Novel Class Discovery without Forgetting K. J. Joseph S. Paul Gaurav Aggarwal Soma Biswas Piyush Rai Kai Han V. Balasubramanian CLL 54 43 0 21 Jul 2022
Bootstrapped Masked Autoencoders for Vision BERT Pretraining Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu 22 75 0 14 Jul 2022
Test-Time Adaptation via Self-Training with Nearest Neighbor Information M-U Jang Sae-Young Chung Hye Won Chung OOD TTA 41 56 0 08 Jul 2022
Towards Realistic Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan M. Shah 49 44 0 05 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan Salman Khan Fahad Shahbaz Khan M. Shah 42 49 0 05 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 28 42 0 01 Jul 2022
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 20 4 0 24 Jun 2022
OmniMAE: Single Model Masked Pretraining on Images and Videos Rohit Girdhar Alaaeldin El-Nouby Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra ViT 37 97 0 16 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 79 19 1 16 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 44 55 0 13 Jun 2022
From Keypoints to Object Landmarks via Self-Training Correspondence: A novel approach to Unsupervised Landmark Discovery Dimitrios Mallis Enrique Sanchez Matt Bell Georgios Tzimiropoulos SSL 3DPC 43 6 0 31 May 2022
Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors Jianfei Yang Xiangyu Peng Kaidi Wang Zheng Hua Zhu Jiashi Feng Lihua Xie Yang You 32 27 0 28 May 2022
3D Object Detection with a Self-supervised Lidar Scene Flow Backbone Ekim Yurtsever Emecc Erccelik Ming Liu Zhijie Yang Hanzhen Zhang Pinar Topccam Maximilian Listl Yilmaz Kaan cCayli Alois C. Knoll 3DPC 14 25 0 02 May 2022
Contrastive Test-Time Adaptation Dian Chen Dequan Wang Trevor Darrell Sayna Ebrahimi TTA 31 257 0 21 Apr 2022
Interpretable Saliency Maps And Self-Supervised Learning For Generalized Zero Shot Medical Image Classification Dwarikanath Mahapatra MedIm 20 2 0 04 Apr 2022
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data Corentin Sautier Gilles Puy Spyros Gidaris Alexandre Boulch Andrei Bursuc Renaud Marlet 3DPC 26 117 0 30 Mar 2022