Novel Class Discovery on CIFAR-100 (unlabelled set)
86.6Clustering AccuracyNCL
Evaluation results
| Method | Links | |
|---|---|---|
| NCLVenue=CVPR’21, self-supervised-learning-initialization=true, Hard Negative Generation=true2021.06 | 86.6 | |
| NCL w/o HNGVenue=CVPR’21, self-supervised-learning-initialization=true, Hard Negative Generation=false2021.06 | 82.3 | |
| AutoNovelself-supervision=true, incremental learning=true2021.06 | 75.2 | |
| RSVenue=ICLR’20, self-supervised-learning-initialization=true2021.06 | 73.2 | |
| AutoNovelself-supervision=true2021.06 | 73.2 | |
| DTCVenue=ICCV’19, self-supervised-learning-initialization=true2021.06 | 67.3 | |
| DTCself-supervision=true2021.06 | 67.3 | |
| DTCVenue=ICCV’19, self-supervised-learning-initialization=false2021.06 | 56.7 | |
| DTCself-supervision=false2021.06 | 56.7 | |
| k-meansVenue=Classic, self-supervised-learning-initialization=false2021.06 | 56.6 | |
| k-meansself-supervision=false2021.06 | 56.6 | |
| k-meansVenue=Classic, self-supervised-learning-initialization=true2021.06 | 56.3 | |
| k-meansself-supervision=true2021.06 | 56.3 | |
| KCLVenue=ICLR’18, self-supervised-learning-initialization=true2021.06 | 42.1 | |
| KCLself-supervision=true2021.06 | 42.1 | |
| MCLVenue=ICLR’19, self-supervised-learning-initialization=true2021.06 | 21.5 | |
| MCLself-supervision=true2021.06 | 21.5 | |
| MCLVenue=ICLR’19, self-supervised-learning-initialization=false2021.06 | 21.3 | |
| MCLself-supervision=false2021.06 | 21.3 | |
| KCLVenue=ICLR’18, self-supervised-learning-initialization=false2021.06 | 14.3 | |
| KCLself-supervision=false2021.06 | 14.3 |