Self-labelling via simultaneous clustering and representation learning

13 November 2019

Yuki M. Asano

Christian Rupprecht

Andrea Vedaldi

SSL

ArXiv PDF HTML

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

50 / 162 papers shown

Title
Weighted Ensemble Self-Supervised Learning Yangjun Ruan Saurabh Singh Warren Morningstar Alexander A. Alemi Sergey Ioffe Ian S. Fischer Joshua V. Dillon FedML 24 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 13 59 0 31 Oct 2022
SL3D: Self-supervised-Self-labeled 3D Recognition Fernando Julio Cendra Lan Ma Jiajun Shen Xiaojuan Qi 3DPC 32 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 18 40 0 20 Oct 2022
Learning to Discover and Detect Objects V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 31 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 12 8 0 18 Oct 2022
Motion Aware Self-Supervision for Generic Event Boundary Detection Ayush Rai Tarun Krishna J. Dietlmeier Kevin McGuinness A. Smeaton Noel E. O'Connor 21 2 0 11 Oct 2022
Data Augmentation-free Unsupervised Learning for 3D Point Cloud Understanding Guofeng Mei Cristiano Saltori Fabio Poiesi Jian Andrew Zhang Elisa Ricci N. Sebe Qiang Wu 3DPC 51 5 0 06 Oct 2022
GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models Chen Liang Wenguan Wang Jiaxu Miao Yi Yang VLM 30 117 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 51 7 0 18 Sep 2022
Gromov-Wasserstein Autoencoders Nao Nakagawa Ren Togo Takahiro Ogawa Miki Haseyama GAN DRL 18 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 31 33 0 14 Sep 2022
Generalized Intent Discovery: Learning from Open World Dialogue System Yutao Mou Keqing He Yanan Wu Pei Wang Jingang Wang Wei Yu Wu Y. Huang Junlan Feng Weiran Xu 29 8 0 13 Sep 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 18 7 0 24 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 36 113 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 16 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 18 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 34 43 0 21 Jul 2022
Test-Time Adaptation via Self-Training with Nearest Neighbor Information M-U Jang Sae-Young Chung Hye Won Chung OOD TTA 35 56 0 08 Jul 2022
Towards Realistic Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan M. Shah 47 44 0 05 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan Salman Khan F. Khan M. Shah 31 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 18 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 18 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 35 97 0 16 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 76 19 1 16 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 34 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 30 6 0 31 May 2022
Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors Jianfei Yang Xiangyu Peng K. Wang Zheng Hua Zhu Jiashi Feng Lihua Xie Yang You 24 27 0 28 May 2022
3D Object Detection with a Self-supervised Lidar Scene Flow Backbone Ekim Yurtsever Emecc Erccelik Ming-Yu Liu Zhijie Yang Hanzhen Zhang Pinar Topccam Maximilian Listl Yilmaz Kaan cCayli Alois C. Knoll 3DPC 6 25 0 02 May 2022
Interpretable Saliency Maps And Self-Supervised Learning For Generalized Zero Shot Medical Image Classification Dwarikanath Mahapatra MedIm 14 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 15 117 0 30 Mar 2022
Learning Where to Learn in Cross-View Self-Supervised Learning Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki SSL 17 41 0 28 Mar 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting Gyungin Shin Samuel Albanie Weidi Xie 13 65 0 23 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 44 87 0 16 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 30 171 0 14 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features N. Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi S. Feizi SSL 31 7 0 03 Mar 2022
Exploiting Problem Structure in Deep Declarative Networks: Two Case Studies Stephen Gould Dylan Campbell Itzik Ben-Shabat Chamin Pasidu Hewa Koneputugodage Zhiwei Xu 20 8 0 24 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
CrossRectify: Leveraging Disagreement for Semi-supervised Object Detection Cheng Ma Xingjia Pan QiXiang Ye Fan Tang Weiming Dong Changsheng Xu 42 14 0 26 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 27 125 0 18 Jan 2022
Representation Learning via Consistent Assignment of Views to Clusters T. Silva Adín Ramirez Rivera SSL 6 8 0 31 Dec 2021
Are Large-scale Datasets Necessary for Self-Supervised Pre-training? Alaaeldin El-Nouby Gautier Izacard Hugo Touvron Ivan Laptev Hervé Jégou Edouard Grave SSL 27 148 0 20 Dec 2021
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models Narinder Singh Punn Sonali Agarwal SSL 30 35 0 07 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan F. Khan Michael S. Ryoo ViT 30 84 0 02 Dec 2021
iBOT: Image BERT Pre-Training with Online Tokenizer Jinghao Zhou Chen Wei Huiyu Wang Wei Shen Cihang Xie Alan Yuille Tao Kong 19 709 0 15 Nov 2021
Hybrid BYOL-ViT: Efficient approach to deal with small datasets Safwen Naimi Rien van Leeuwen W. Souidène S. B. Saoud SSL ViT 25 2 0 08 Nov 2021
A Prototype-Oriented Framework for Unsupervised Domain Adaptation Korawat Tanwisuth Xinjie Fan Huangjie Zheng Shujian Zhang A. Leon-Garcia Bo Chen Mingyuan Zhou 44 102 0 22 Oct 2021