Novel Class Discovery on CIFAR-10 (unlabelled set)
93.4Clustering AccuracyNCL w/o HNG
Evaluation results
| Method | Links | |
|---|---|---|
| NCL w/o HNGVenue=CVPR’21, self-supervised-learning-initialization=true, Hard Negative Generation=false2021.06 | 93.4 | |
| NCLVenue=CVPR’21, self-supervised-learning-initialization=true, Hard Negative Generation=true2021.06 | 93.4 | |
| AutoNovelself-supervision=true, incremental learning=true2021.06 | 91.7 | |
| RSVenue=ICLR’20, self-supervised-learning-initialization=true2021.06 | 90.4 | |
| AutoNovelself-supervision=true2021.06 | 90.4 | |
| DTCVenue=ICCV’19, self-supervised-learning-initialization=true2021.06 | 88.7 | |
| DTCself-supervision=true2021.06 | 88.7 | |
| DTCVenue=ICCV’19, self-supervised-learning-initialization=false2021.06 | 87.5 | |
| DTCself-supervision=false2021.06 | 87.5 | |
| k-meansVenue=Classic, self-supervised-learning-initialization=true2021.06 | 72.5 | |
| k-meansself-supervision=true2021.06 | 72.5 | |
| KCLVenue=ICLR’18, self-supervised-learning-initialization=true2021.06 | 72.3 | |
| KCLself-supervision=true2021.06 | 72.3 | |
| MCLVenue=ICLR’19, self-supervised-learning-initialization=true2021.06 | 70.9 | |
| MCLself-supervision=true2021.06 | 70.9 | |
| KCLVenue=ICLR’18, self-supervised-learning-initialization=false2021.06 | 66.5 | |
| KCLself-supervision=false2021.06 | 66.5 | |
| k-meansVenue=Classic, self-supervised-learning-initialization=false2021.06 | 65.5 | |
| k-meansself-supervision=false2021.06 | 65.5 | |
| MCLVenue=ICLR’19, self-supervised-learning-initialization=false2021.06 | 64.2 | |
| MCLself-supervision=false2021.06 | 64.2 |