Unsupervised Learning of Visual Features by Contrasting Cluster Assignments

17 June 2020

Papers citing "Unsupervised Learning of Visual Features by Contrasting Cluster Assignments"

50 / 870 papers shown

Title
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 19 19 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
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion Philippe Weinzaepfel Vincent Leroy Thomas Lucas Romain Brégier Yohann Cabon Vaibhav Arora L. Antsfeld Boris Chidlovskii G. Csurka Jérôme Revaud SSL 42 64 0 19 Oct 2022
Towards Efficient and Effective Self-Supervised Learning of Visual Representations Sravanti Addepalli Kaushal Bhogale Priyam Dey R. Venkatesh Babu SSL 15 8 0 18 Oct 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 28 24 0 17 Oct 2022
Self-Supervised Learning Through Efference Copies Franz Scherr Qinghai Guo Timoleon Moraitis 19 10 0 17 Oct 2022
Is synthetic data from generative models ready for image recognition? Ruifei He Shuyang Sun Xin Yu Chuhui Xue Wenqing Zhang Philip H. S. Torr Song Bai Xiaojuan Qi 35 285 0 14 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning Fuying Wang Yuyin Zhou Shujun Wang V. Vardhanabhuti Lequan Yu 21 137 0 12 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 26 2 0 11 Oct 2022
Contrastive Trajectory Similarity Learning with Dual-Feature Attention Yanchuan Chang Jianzhong Qi Yuxuan Liang E. Tanin 22 33 0 11 Oct 2022
FS-DETR: Few-Shot DEtection TRansformer with prompting and without re-training Adrian Bulat Ricardo Guerrero Brais Martínez Georgios Tzimiropoulos 42 30 0 10 Oct 2022
Contrastive Representation Learning for Conversational Question Answering over Knowledge Graphs Endri Kacupaj Kuldeep Singh M. Maleshkova Jens Lehmann 24 13 0 09 Oct 2022
Self-supervised Video Representation Learning with Motion-Aware Masked Autoencoders Haosen Yang Deng Huang Bin Wen Jiannan Wu H. Yao Yi-Xin Jiang Xiatian Zhu Zehuan Yuan 37 19 0 09 Oct 2022
Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps Kuilin Chen Chi-Guhn Lee SSL 40 3 0 07 Oct 2022
Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery Wenbin Li Zhichen Fan Jing Huo Yang Gao 30 22 0 07 Oct 2022
Effective Self-supervised Pre-training on Low-compute Networks without Distillation Fuwen Tan F. Saleh Brais Martínez 27 4 0 06 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 56 5 0 06 Oct 2022
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks Jon Almazán ByungSoo Ko Geonmo Gu Diane Larlus Yannis Kalantidis ObjD VLM 36 7 0 05 Oct 2022
RankMe: Assessing the downstream performance of pretrained self-supervised representations by their rank Q. Garrido Randall Balestriero Laurent Najman Yann LeCun SSL 48 72 0 05 Oct 2022
What shapes the loss landscape of self-supervised learning? Liu Ziyin Ekdeep Singh Lubana Masakuni Ueda Hidenori Tanaka 50 20 0 02 Oct 2022
Slimmable Networks for Contrastive Self-supervised Learning Shuai Zhao Xiaohan Wang Linchao Zhu Yi Yang 30 1 0 30 Sep 2022
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations Grégoire Mialon Randall Balestriero Yann LeCun 29 9 0 29 Sep 2022
Joint Embedding Self-Supervised Learning in the Kernel Regime B. Kiani Randall Balestriero Yubei Chen S. Lloyd Yann LeCun SSL 43 13 0 29 Sep 2022
4D-StOP: Panoptic Segmentation of 4D LiDAR using Spatio-temporal Object Proposal Generation and Aggregation Lars Kreuzberg Idil Esen Zulfikar Sabarinath Mahadevan Francis Engelmann Bastian Leibe 3DPC 42 34 0 29 Sep 2022
Audio Barlow Twins: Self-Supervised Audio Representation Learning Jonah Anton H. Coppock Pancham Shukla Bjorn W. Schuller BDL SSL 43 8 0 28 Sep 2022
Weighted Contrastive Hashing Jiaguo Yu Huming Qiu Dubing Chen Haofeng Zhang SSL 31 1 0 28 Sep 2022
Efficient block contrastive learning via parameter-free meta-node approximation Gayan K. Kulatilleke Marius Portmann Shekhar S. Chandra 29 3 0 28 Sep 2022
Learning State-Aware Visual Representations from Audible Interactions Himangi Mittal Pedro Morgado Unnat Jain Abhinav Gupta 75 22 0 27 Sep 2022
Hebbian Deep Learning Without Feedback Adrien Journé Hector Garcia Rodriguez Qinghai Guo Timoleon Moraitis AAML 20 48 0 23 Sep 2022
Active Few-Shot Classification: a New Paradigm for Data-Scarce Learning Settings Aymane Abdali Vincent Gripon Lucas Drumetz Bartosz Bogusławski 21 1 0 23 Sep 2022
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Chen Liu Matthew Amodio Liangbo L. Shen Feng Gao A. Avesta S. Aneja Jay C. Wang L. V. Priore Smita Krishnaswamy OOD MedIm 25 13 0 23 Sep 2022
Pretraining the Vision Transformer using self-supervised methods for vision based Deep Reinforcement Learning Manuel Goulão Arlindo L. Oliveira ViT 33 6 0 22 Sep 2022
SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning Haobo Wang Mingxuan Xia Yixuan Li Yuren Mao Lei Feng Gang Chen J. Zhao 51 38 0 21 Sep 2022
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation Georgy Ponimatkin Nermin Samet Yanghua Xiao Yuming Du Renaud Marlet Vincent Lepetit VOS 74 20 0 19 Sep 2022
A Closer Look at Novel Class Discovery from the Labeled Set Ziyun Li Jona Otholt Ben Dai Diane Hu Christoph Meinel Haojin Yang BDL 15 12 0 19 Sep 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
Unsupervised Opinion Summarization Using Approximate Geodesics Somnath Basu Roy Chowdhury Nicholas Monath Kumar Avinava Dubey Amr Ahmed Snigdha Chaturvedi 47 7 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 36 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
Exploring Target Representations for Masked Autoencoders Xingbin Liu Jinghao Zhou Tao Kong Xianming Lin Rongrong Ji 94 50 0 08 Sep 2022
Multimodal contrastive learning for remote sensing tasks Umang Jain Alex Wilson Varun Gulshan SSL 36 24 0 06 Sep 2022
Design of the topology for contrastive visual-textual alignment Zhun Sun 25 1 0 05 Sep 2022
Semi-Supervised Domain Adaptation by Similarity based Pseudo-label Injection Abhay Rawat Isha Dua Saurav Gupta Rahul Tallamraju 15 1 0 05 Sep 2022
Equivariant Self-Supervision for Musical Tempo Estimation Elio Quinton 32 9 0 03 Sep 2022
A Novel Self-Knowledge Distillation Approach with Siamese Representation Learning for Action Recognition Duc-Quang Vu T. Phung Jia-Ching Wang 13 9 0 03 Sep 2022
Feature diversity in self-supervised learning Pranshu Malviya Arjun Vaithilingam Sudhakar SSL LRM 12 2 0 02 Sep 2022
Instance-Dependent Noisy Label Learning via Graphical Modelling Arpit Garg Cuong C. Nguyen Rafael Felix Thanh-Toan Do G. Carneiro NoLa 31 27 0 02 Sep 2022
Self-Supervised Pretraining for 2D Medical Image Segmentation András Kalapos Bálint Gyires-Tóth 9 30 0 01 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 26 7 0 24 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 42 113 0 24 Aug 2022