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SotA/Computer Vision/Unsupervised Semantic Segmentation

Unsupervised Semantic Segmentation

46 benchmarks95 papers

Models that learn to segment each image (i.e. assign a class to every pixel) without seeing the ground truth labels.

<span style="color:grey; opacity: 0.6">( Image credit: SegSort: Segmentation by Discriminative Sorting of Segments )</span>

Benchmarks

Unsupervised Semantic Segmentation on COCO-Stuff-27

Clustering [Accuracy]Clustering [mIoU]Linear Classifier [mIoU]Linear Classifier [Accuracy]mIoU pixel accuracy

Unsupervised Semantic Segmentation on COCO-Stuff-171

mIoU Pixel Accuracy

Unsupervised Semantic Segmentation on ADE20K

Unsupervised Semantic Segmentation on Cityscapes test

mIoU Accuracy Pixel Accuracy

Unsupervised Semantic Segmentation on Cityscapes val

mIoU pixel accuracy

Unsupervised Semantic Segmentation on COCO-Object

Unsupervised Semantic Segmentation on PASCAL Context-59

Unsupervised Semantic Segmentation on PASCAL VOC 2012 val

Clustering [mIoU]Linear Classifier [mIoU]FCN [mIoU]

Unsupervised Semantic Segmentation on PASCAL VOC

Unsupervised Semantic Segmentation on PascalVOC-20

Unsupervised Semantic Segmentation on Potsdam-3

Accuracy mIoU Pixel Accuracy

Unsupervised Semantic Segmentation on COCO-Stuff-3

Unsupervised Semantic Segmentation on ImageNet-S-50

mIoU (test)mIoU (val)

Unsupervised Semantic Segmentation on COCO-Stuff-81

mIoU Pixel Accuracy

Unsupervised Semantic Segmentation on PASCAL Context-60

Unsupervised Semantic Segmentation on SUIM

Pixel Accuracy mIoU

Unsupervised Semantic Segmentation on COCO-Stuff-15

Unsupervised Semantic Segmentation on KITTI-STEP

mIoU pixel accuracy

Unsupervised Semantic Segmentation on ACDC (Adverse Conditions Dataset with Correspondences)

Unsupervised Semantic Segmentation on COCO (Common Objects in Context)

Unsupervised Semantic Segmentation on COCO-All

Unsupervised Semantic Segmentation on COCO-Persons

Unsupervised Semantic Segmentation on Dark Zurich

Unsupervised Semantic Segmentation on ImageNet-S

mIoU (test)mIoU (val)

Unsupervised Semantic Segmentation on ImageNet-S-300

mIoU (test)mIoU (val)

Unsupervised Semantic Segmentation on Nighttime Driving

Unsupervised Semantic Segmentation on PASCAL VOC 2007