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SotA/Computer Vision/Image Clustering

Image Clustering

117 benchmarks236 papers

Models that partition the dataset into semantically meaningful clusters without having access to the ground truth labels.

<span style="color:grey; opacity: 0.6"> Image credit: ImageNet clustering results of SCAN: Learning to Classify Images without Labels (ECCV 2020) </span>

Benchmarks

Image Clustering on CIFAR-10

Accuracy NMI ARI Train set Backbone

Image Clustering on CIFAR-100

Accuracy NMI ARI Train Set Backbone

Image Clustering on STL-10

Accuracy NMI ARI Train Split Backbone

Image Clustering on Imagenet-dog-15

Accuracy NMI ARI Image Size Backbone

Image Clustering on ImageNet-10

NMI Accuracy ARI Image Size Backbone

Image Clustering on MNIST-full

Image Clustering on USPS

Image Clustering on Tiny-ImageNet

Accuracy NMI ARI

Image Clustering on Fashion-MNIST

Image Clustering on ImageNet

NMI Accuracy ARI

Image Clustering on MNIST-test

Image Clustering on coil-100

Image Clustering on Extended Yale-B

Image Clustering on Coil-20

Image Clustering on ImageNet-100 (TEMI Split)

NMI ACCURACY ARI

Image Clustering on ImageNet-200

NMI ARI ACCURACY

Image Clustering on ImageNet-50 (TEMI Split)

NMI ACCURACY ARI

Image Clustering on Stanford Cars

Image Clustering on CMU-PIE

Image Clustering on CUB Birds

Image Clustering on Stanford Dogs

Image Clustering on UMist

Image Clustering on YouTube Faces DB

Image Clustering on FRGC

Image Clustering on HAR

Image Clustering on ORL

Image Clustering on cifar10

online NMI online ACC online ARI

Image Clustering on coil-40

Image Clustering on ARL Polarimetric Thermal Face Dataset

Image Clustering on DTD

Accuracy ARI NMI

Image Clustering on EMNIST-Balanced

Image Clustering on LetterA-J

Image Clustering on MNIST

Image Clustering on UCF101

Accuracy ARI NMI

Image Clustering on pendigits

Image Clustering on Birdsnap

Image Clustering on CARS196

Image Clustering on CIFAR-20

ARI Accuracy NMI

Image Clustering on CLEVR Counts

Image Clustering on CUB-200-2011

Image Clustering on Caltech-101

Image Clustering on Country211

Image Clustering on EasyCom

Image Clustering on EuroSAT

Image Clustering on FER2013

Image Clustering on FGVC Aircraft

Image Clustering on Flowers-102

Image Clustering on Food-101

Image Clustering on GTSRB

Image Clustering on Hateful Memes

Image Clustering on KITTI

Image Clustering on Kinetics-700

Image Clustering on Oxford-IIIT Pets

Image Clustering on PCam

Image Clustering on RESISC45

Image Clustering on Rendered SST2

Image Clustering on SUN397

Image Clustering on imagenet-1k

ARI Accuracy NMI