الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Image Clustering On Usps

المقاييس

Accuracy

NMI

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	NMI	Paper Title	Repository
DTI-Clustering	0.864	0.882	Deep Transformation-Invariant Clustering
DEN	0.979	0.944	Interpretable Visualizations with Differentiating Embedding Networks
ClusterGAN	0.970	0.931	Balanced Self-Paced Learning for Generative Adversarial Clustering Network	-
AGDL	-	0.824	Graph Degree Linkage: Agglomerative Clustering on a Directed Graph
DMSC	0.951	0.929	Deep Multimodal Subspace Clustering Networks
DBC	0.743	0.724	Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders
PSSC	0.957	0.898	Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement
JULE-RC	-	0.913	Joint Unsupervised Learning of Deep Representations and Image Clusters
SPC	0.984	0.954	Selective Pseudo-label Clustering
DDC-DA	0.977	0.939	Deep Density-based Image Clustering
DDC	0.967	0.918	Deep Density-based Image Clustering
SR-K-means	0.974	0.936	Deep clustering: On the link between discriminative models and K-means
DynAE	0.981	0.948	Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction
N2D (UMAP)	0.958	0.901	N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding
Tree-SNE	-	0.885	Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE
DnC-SC	0.8255	0.8286	-	-

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