Online Clustering

Models that learn to label each image (i.e. cluster the dataset into its ground truth classes) without seeing the ground truth labels. Under the online scenario, data is in the form of streams, i.e., the whole dataset could not be accessed at the same time and the model should be able to make cluster assignments for new data without accessing the former data.

Image Credit: Online Clustering by Penalized Weighted GMM

Papers

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Showing 1–25 of 86 papers

Title	Date	Tasks	Status	Hype	Score
Deep Robust Clustering by Contrastive Learning	Aug 7, 2020	ClusteringContrastive Learning	CodeCode Available	1	5
Collaborating Domain-shared and Target-specific Feature Clustering for Cross-domain 3D Action Recognition	Jul 20, 2022	3D Action RecognitionAction Recognition	CodeCode Available	1	5
Unsupervised Visual Representation Learning by Online Constrained K-Means	May 24, 2021	ClusteringContrastive Learning	CodeCode Available	1	5
Group-aware Label Transfer for Domain Adaptive Person Re-identification	Mar 23, 2021	AttributeClustering	CodeCode Available	1	5
Contrastive Clustering	Sep 21, 2020	ClusteringContrastive Learning	CodeCode Available	1	5
Probabilistic Back-ends for Online Speaker Recognition and Clustering	Feb 19, 2023	ClusteringOnline Clustering	CodeCode Available	1	5
AN ONLINE ALGORITHM FOR CONSTRAINED FACE CLUSTERING IN VIDEOS	Sep 6, 2018	ClusteringFace Clustering	CodeCode Available	1	5
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering	May 27, 2021	Action SegmentationClustering	CodeCode Available	1	5
Novel Class Discovery for 3D Point Cloud Semantic Segmentation	Mar 21, 2023	2D Semantic SegmentationNovel Class Discovery	CodeCode Available	1	5
DinoSR: Self-Distillation and Online Clustering for Self-supervised Speech Representation Learning	May 17, 2023	ClusteringLanguage Modeling	CodeCode Available	1	5
Twin Contrastive Learning for Online Clustering	Oct 21, 2022	ClusteringContrastive Learning	CodeCode Available	1	5
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning	Mar 23, 2023	ClusteringOnline Clustering	CodeCode Available	1	5
Online Arbitrary Shaped Clustering through Correlated Gaussian Functions	Feb 13, 2023	ClusteringModel Optimization	CodeCode Available	0	5
Grid Cell-Inspired Fragmentation and Recall for Efficient Map Building	Jul 11, 2023	ClusteringNavigate	CodeCode Available	0	5
A real-time and unsupervised face Re-Identification system for Human-Robot Interaction	Apr 10, 2018	ClusteringFace Recognition	CodeCode Available	0	5
RGMComm: Return Gap Minimization via Discrete Communications in Multi-Agent Reinforcement Learning	Aug 7, 2023	ClusteringMulti-agent Reinforcement Learning	CodeCode Available	0	5
Revisiting Gaussian Neurons for Online Clustering with Unknown Number of Clusters	May 2, 2022	ClusteringOnline Clustering	CodeCode Available	0	5
Large-Scale Hyperspectral Image Clustering Using Contrastive Learning	Nov 15, 2021	ClusteringContrastive Learning	CodeCode Available	0	5
Contextual Bandit with Adaptive Feature Extraction	Feb 3, 2018	ClusteringDecision Making	CodeCode Available	0	5
Leave No One Behind: Online Self-Supervised Self-Distillation for Sequential Recommendation	Mar 22, 2024	ClusteringContrastive Learning	CodeCode Available	0	5
Hard Regularization to Prevent Deep Online Clustering Collapse without Data Augmentation	Mar 29, 2023	Activity RecognitionClustering	CodeCode Available	0	5
Efficient Deep Embedded Subspace Clustering	Jan 1, 2022	ClusteringDeep Clustering	CodeCode Available	0	5
Catastrophic Interference in Reinforcement Learning: A Solution Based on Context Division and Knowledge Distillation	Sep 1, 2021	Deep Reinforcement LearningGeneral Reinforcement Learning	CodeCode Available	0	5
Memory-Efficient Episodic Control Reinforcement Learning with Dynamic Online k-means	Nov 21, 2019	Atari GamesClustering	CodeCode Available	0	5
Boundary-Refined Prototype Generation: A General End-to-End Paradigm for Semi-Supervised Semantic Segmentation	Jul 19, 2023	ClusteringOnline Clustering	CodeCode Available	0	5

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