Novel Class Discovery on ImageNet (unlabelled set)
90.7Clustering AccuracyNCL
Evaluation results
| Method | Links | |
|---|---|---|
| NCLVenue=CVPR’21, Hard Negative Generation=true2021.06 | 90.7 | |
| NCL w/o HNGVenue=CVPR’21, Hard Negative Generation=false2021.06 | 89.5 | |
| RSVenue=ICLR’202021.06 | 82.5 | |
| AutoNovelpre-training=metric learning2021.06 | 82.5 | |
| DTCVenue=ICCV’192021.06 | 78.3 | |
| DTCpre-training=metric learning2021.06 | 78.3 | |
| MCLVenue=ICLR’192021.06 | 74.4 | |
| MCLpre-training=metric learning2021.06 | 74.4 | |
| KCLVenue=ICLR’182021.06 | 73.8 | |
| KCLpre-training=metric learning2021.06 | 73.8 | |
| k-meansVenue=Classic2021.06 | 71.9 | |
| k-meanspre-training=metric learning2021.06 | 71.9 |