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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Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 89 2 0 12 Mar 2025
A Data-Centric Revisit of Pre-Trained Vision Models for Robot Learning Xin Wen Bingchen Zhao Yilun Chen Jiangmiao Pang Xiaojuan Qi LM&Ro 46 0 0 10 Mar 2025
Learning Clustering-based Prototypes for Compositional Zero-shot Learning Hongyu Qu Jianan Wei Xiangbo Shu Wenguan Wang VLM 51 1 0 10 Feb 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 50 0 0 28 Jan 2025
RoboPEPP: Vision-Based Robot Pose and Joint Angle Estimation through Embedding Predictive Pre-Training Raktim Gautam Goswami P. Krishnamurthy Yann LeCun Farshad Khorrami 92 1 0 26 Nov 2024
Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation Shambhavi Mishra Julio Silva-Rodrıguez Ismail ben Ayed M. Pedersoli Jose Dolz VLM 79 1 0 26 Nov 2024
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Lukas Miklautz Timo Klein Kevin Sidak Collin Leiber Thomas Lang Andrii Shkabrii Sebastian Tschiatschek Claudia Plant 34 0 0 04 Nov 2024
S3PT: Scene Semantics and Structure Guided Clustering to Boost Self-Supervised Pre-Training for Autonomous Driving Maciej K. Wozniak Hariprasath Govindarajan Marvin Klingner Camille Maurice B Ravi Kiran S. Yogamani 3DPC 49 1 0 30 Oct 2024
OW-Rep: Open World Object Detection with Instance Representation Learning Sunoh Lee Minsik Jeon Jihong Min Junwon Seo ObjD 140 0 0 24 Sep 2024
Self-Masking Networks for Unsupervised Adaptation Alfonso Taboada Warmerdam Mathilde Caron Yuki M. Asano 43 1 0 11 Sep 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 45 3 0 30 Aug 2024
The Benefits of Balance: From Information Projections to Variance Reduction Lang Liu Ronak R. Mehta Soumik Pal Zaïd Harchaoui 31 0 0 27 Aug 2024
Deep Online Probability Aggregation Clustering Yuxuan Yan Na Lu Ruofan Yan 29 1 0 07 Jul 2024
The Balanced-Pairwise-Affinities Feature Transform Daniel Shalam Simon Korman 35 0 0 25 Jun 2024
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models Alireza Ganjdanesh Reza Shirkavand Shangqian Gao Heng Huang DiffM VLM 48 4 0 17 Jun 2024
Fine-grained Classes and How to Find Them Matej Grcić Artyom Gadetsky Maria Brbić 26 1 0 16 Jun 2024
What Does Softmax Probability Tell Us about Classifiers Ranking Across Diverse Test Conditions? Weijie Tu Weijian Deng Liang Zheng Tom Gedeon 37 0 0 14 Jun 2024
Towards Real-world Scenario: Imbalanced New Intent Discovery Shun Zhang Chaoran Yan Jian Yang J. H. Liu Ying Mo Jiaqi Bai Tongliang Li Z. Li 29 2 0 05 Jun 2024
Incremental Pseudo-Labeling for Black-Box Unsupervised Domain Adaptation Yawen Zou Chunzhi Gu Junzhou Yu Shangce Gao Chao Zhang 42 1 0 26 May 2024
Learning Future Representation with Synthetic Observations for Sample-efficient Reinforcement Learning Xin Liu Yaran Chen Dong Zhao 37 1 0 20 May 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 64 1 0 08 May 2024
S3Former: Self-supervised High-resolution Transformer for Solar PV Profiling Minh-Triet Tran Adrian de Luis Haitao Liao Ying Huang Roy McCann Alan Mantooth Jack Cothren Ngan Le 87 0 0 07 May 2024
LaneCorrect: Self-supervised Lane Detection Ming-Jun Nie Xinyue Cai Han Xu Li Zhang SSL 62 4 0 23 Apr 2024
RoNID: New Intent Discovery with Generated-Reliable Labels and Cluster-friendly Representations Shun Zhang Chaoran Yan Jian Yang Changyu Ren Jiaqi Bai Tongliang Li Zhoujun Li 34 1 0 13 Apr 2024
Collaboratively Self-supervised Video Representation Learning for Action Recognition Jie M. Zhang Zhifan Wan Lanqing Hu Stephen Lin Shuzhe Wu Shiguang Shan TTA 67 1 0 15 Jan 2024
Meta Co-Training: Two Views are Better than One Jay C. Rothenberger Dimitrios I. Diochnos VLM 25 2 0 29 Nov 2023
Stable Cluster Discrimination for Deep Clustering Qi Qian OOD 22 21 0 24 Nov 2023
Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video Shashanka Venkataramanan Mamshad Nayeem Rizve João Carreira Yuki M. Asano Yannis Avrithis SSL 29 18 0 12 Oct 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 47 6 0 11 Oct 2023
Novel Class Discovery for Long-tailed Recognition Zhang Chuyu Rui Xu Xuming He 27 16 0 06 Aug 2023
Test-Time Training on Video Streams Renhao Wang Yu Sun Yossi Gandelsman Xinlei Chen Alexei A. Efros Alexei A. Efros Xiaolong Wang TTA ViT 3DGS 34 16 0 11 Jul 2023
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination Methods Mohammad Alkhalefi Georgios Leontidis Min Zhong SSL 87 2 0 28 Jun 2023
Towards Semi-supervised Universal Graph Classification Xiao Luo Yusheng Zhao Yifang Qin Wei Ju Ming Zhang 17 30 0 31 May 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 101 3,017 0 14 Apr 2023
Task Adaptive Feature Transformation for One-Shot Learning Imtiaz Masud Ziko Freddy Lecue Ismail Ben Ayed VLM 32 1 0 13 Apr 2023
Application of Self-Supervised Learning to MICA Model for Reconstructing Imperfect 3D Facial Structures P. D. Nguyen Thinh D. Le Duong Q. Nguyen Binh Duc Nguyen H. Nguyen-Xuan 18 1 0 08 Apr 2023
DivClust: Controlling Diversity in Deep Clustering Ioannis Maniadis Metaxas Georgios Tzimiropoulos Ioannis Patras 23 16 0 03 Apr 2023
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Thomas Stegmüller Tim Lebailly Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran 29 15 0 23 Mar 2023
Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Elliot Vincent Jean Ponce Mathieu Aubry AI4TS 13 5 0 22 Mar 2023
Collision Cross-entropy for Soft Class Labels and Deep Clustering Z. Zhang Yuri Boykov 18 0 0 13 Mar 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 16 2 0 10 Mar 2023
Self-Supervised Learning for Group Equivariant Neural Networks Yusuke Mukuta Tatsuya Harada SSL 32 0 0 08 Mar 2023
Deep Clustering with a Constraint for Topological Invariance based on Symmetric InfoNCE Yuhui Zhang Yuichiro Wada Hiroki Waida Kaito Goto Yusaku Hino Takafumi Kanamori 25 3 0 06 Mar 2023
Learning Visual Representations via Language-Guided Sampling Mohamed El Banani Karan Desai Justin Johnson SSL VLM 11 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 45 161 0 26 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 16 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
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 30 12 0 27 Nov 2022
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 35 67 0 21 Nov 2022