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Unsupervised Semantic Segmentation On Coco 7

Metrics

Accuracy
mIoU

Results

Performance results of various models on this benchmark

Paper TitleRepository
DynaSeg - FSF (ResNet-18 FPN)81.154.1DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity
CAUSE (DINOv2, ViT-B/14)78.045.3Causal Unsupervised Semantic Segmentation
CAUSE (ViT-B/8)74.941.9Causal Unsupervised Semantic Segmentation
ViCE64.821.77ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment
EAGLE (DINO, ViT-S/8)64.227.2EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
U2Seg63.930.2Unsupervised Universal Image Segmentation
SmooSeg (DINO, ViT-S/8)63.226.7--
PriMaPs+STEGO (DINO ViT-B/8)57.929.7Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
PriMaPs+HP (DINO ViT-S/8)57.825.1Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
HP (ViT-S/8)57.224.6Leveraging Hidden Positives for Unsupervised Semantic Segmentation
STEGO (ViT-B/8)56.928.2Unsupervised Semantic Segmentation by Distilling Feature Correspondences
SGSeg55.7-Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks-
EQUSS (ViT-S)53.825.8Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization-
EQUSS53.825.8Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization-
SAN52.0-Rethinking Alignment and Uniformity in Unsupervised Semantic Segmentation-
PiCIE + H49.9914.36PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering
PiCIE48.1-PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering
Ours (SlotCon)42.36-Self-Supervised Visual Representation Learning with Semantic Grouping
FS440.3815.69Fully Self-Supervised Learning for Semantic Segmentation-
IIC21.8-Invariant Information Clustering for Unsupervised Image Classification and Segmentation
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Unsupervised Semantic Segmentation On Coco 7 | SOTA | HyperAI