| Paper | Code | Accuracy (%) | ARI | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Let Go of Your Labels with Unsupervised Transfer | ✓ Link | 72.9 | 62.5 | TURTLE (CLIP + DINOv2) | 2024-06-11 |
| []() | 67.52 | - | I-Con (Dino ViT-L) | ||
| Self-Supervised Learning for Large-Scale Unsupervised Image Clustering | ✓ Link | 46.03±0.21 | 23.94±0.16 | SimCLRv2 ResNet-152 + SK (PCA+k-means, 1500 clusters) | 2020-08-24 |
| iBOT: Image BERT Pre-Training with Online Tokenizer | ✓ Link | 43.4 | 32.8 | iBOT (ViT-S/16) | 2021-11-15 |
| Self-Supervised Classification Network | ✓ Link | 41.1 | 29.5 | Self-Classifier (ResNet-50) | 2021-03-19 |
| Self-Supervised Learning by Estimating Twin Class Distributions | ✓ Link | 40.6 | 30.0 | TWIST (ResNet-50) | 2021-10-14 |
| SCAN: Learning to Classify Images without Labels | ✓ Link | 39.9 | 27.5 | SCAN (ResNet-50) | 2020-05-25 |
| Self-Supervised Learning for Large-Scale Unsupervised Image Clustering | ✓ Link | 39.07±0.61 | 22.80±0.60 | SimCLRv2 ResNet-152 + SK (PCA+k-means) | 2020-08-24 |
| DeepDPM: Deep Clustering With an Unknown Number of Clusters | ✓ Link | 25 | 14 | DeepDPM (nonparametric) | 2022-03-27 |