OpenCodePapers

unsupervised-semantic-segmentation-on

Semantic SegmentationUnsupervised Semantic Segmentation
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PaperCodemIoUAccuracyPixel AccuracyModelNameReleaseDate
Scene-Centric Unsupervised Panoptic Segmentation✓ Link26.883.2 CUPS2025-04-02
ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment✓ Link25.284.3ViCE2021-11-24
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation✓ Link22.179.4EAGLE (DINO, ViT-B/8)2024-03-03
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization22.079.9EQUSS2023-12-12
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals✓ Link21.678.6PriMaPs-EM + STEGO (DINO ViT-B/8)2024-04-25
Unsupervised Semantic Segmentation by Distilling Feature Correspondences✓ Link21.073.2STEGO2022-03-16
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation✓ Link19.781.8EAGLE (DINO, ViT-S/8)2024-03-03
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals✓ Link19.481.2PriMaPs-EM (DINO ViT-S/8)2024-04-25
Leveraging Hidden Positives for Unsupervised Semantic Segmentation✓ Link18.480.1HP2023-03-27
GraPix: Exploring Graph Modularity Optimization for Unsupervised Pixel Clustering✓ Link14.54GraPix + AUT2024-12-04
GraPix: Exploring Graph Modularity Optimization for Unsupervised Pixel Clustering✓ Link14.33Grapix2024-12-04
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering✓ Link12.365.5PiCIE2021-03-30
Deep Clustering for Unsupervised Learning of Visual Features✓ Link7.140.7MDC2018-07-15
GraPix: Exploring Graph Modularity Optimization for Unsupervised Pixel Clustering✓ Link64.89GraPix2024-12-04
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