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Unsupervised Semantic Segmentation On Potsdam 1

評価指標

Accuracy

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
Accuracy
Paper TitleRepository
HP82.4Leveraging Hidden Positives for Unsupervised Semantic Segmentation
PriMaPs-EM+HP (DINO ViT-B/8)83.3Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
InfoSeg-InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization-
STEGO77.0Unsupervised Semantic Segmentation by Distilling Feature Correspondences
PriMaPs-EM (DINO ViT-B/8)80.5Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
EAGLE (DINO, ViT-B/8)83.3EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
EQUSS82.0Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization-
IIC45.4Invariant Information Clustering for Unsupervised Image Classification and Segmentation
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