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Unsupervised Semantic Segmentation On

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mIoU

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	mIoU	Paper Title	Repository
GraPix + AUT	14.54	GraPix: Exploring Graph Modularity Optimization for Unsupervised Pixel Clustering
ViCE	25.2	ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment
PiCIE	12.3	PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering
EAGLE (DINO, ViT-S/8)	19.7	EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
PriMaPs-EM + STEGO (DINO ViT-B/8)	21.6	Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
STEGO	21.0	Unsupervised Semantic Segmentation by Distilling Feature Correspondences
Grapix	14.33	GraPix: Exploring Graph Modularity Optimization for Unsupervised Pixel Clustering
GraPix	-	GraPix: Exploring Graph Modularity Optimization for Unsupervised Pixel Clustering
EQUSS	22.0	Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization	-
PriMaPs-EM (DINO ViT-S/8)	19.4	Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
MDC	7.1	Deep Clustering for Unsupervised Learning of Visual Features
CAUSE (DINOv2, ViT-B/14)	29.9	Causal Unsupervised Semantic Segmentation
HP	18.4	Leveraging Hidden Positives for Unsupervised Semantic Segmentation
EAGLE (DINO, ViT-B/8)	22.1	EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
CAUSE (ViT-B/8)	28.0	Causal Unsupervised Semantic Segmentation

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