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Unsupervised Image Classification On Cifar 20

Métriques

Accuracy

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Accuracy	Paper Title	Repository
CoKe	49.7	Unsupervised Visual Representation Learning by Online Constrained K-Means
IDEC+BRB	55.43	Breaking the Reclustering Barrier in Centroid-based Deep Clustering
MV-MR	73.2	MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation
DCN+BRB	56.92	Breaking the Reclustering Barrier in Centroid-based Deep Clustering
DEC+BRB	50.46	Breaking the Reclustering Barrier in Centroid-based Deep Clustering
PRO-DSC	71.6	Exploring a Principled Framework For Deep Subspace Clustering
SCAN	50.7	SCAN: Learning to Classify Images without Labels
SeCu	55.2	Stable Cluster Discrimination for Deep Clustering
RUC	54.3	Improving Unsupervised Image Clustering With Robust Learning
TSUC	35.3	Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image Classification
ScatSimCLR	63.76	ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets
HUME	55.5	-	-
LFER Ensemble	56.1	Loss Function Entropy Regularization for Diverse Decision Boundaries	-
IIC	25.7	Invariant Information Clustering for Unsupervised Image Classification and Segmentation

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