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SOTA
无监督图像分类
Unsupervised Image Classification On Cifar 20
Unsupervised Image Classification On Cifar 20
评估指标
Accuracy
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
Accuracy
Paper Title
Repository
MV-MR
73.2
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation
PRO-DSC
71.6
Exploring a Principled Framework For Deep Subspace Clustering
-
ScatSimCLR
63.76
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets
DCN+BRB
56.92
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
LFER Ensemble
56.1
Loss Function Entropy Regularization for Diverse Decision Boundaries
-
HUME
55.5
-
-
IDEC+BRB
55.43
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
SeCu
55.2
Stable Cluster Discrimination for Deep Clustering
RUC
54.3
Improving Unsupervised Image Clustering With Robust Learning
SCAN
50.7
SCAN: Learning to Classify Images without Labels
DEC+BRB
50.46
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
CoKe
49.7
Unsupervised Visual Representation Learning by Online Constrained K-Means
TSUC
35.3
Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image Classification
-
IIC
25.7
Invariant Information Clustering for Unsupervised Image Classification and Segmentation
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