Fine-grained Classification on Dogs-120
58.1cACCFiNDR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FiNDRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 58.1 | 71 | |
| SCDvocabulary_type=Pre-defined2025.12 | 57.9 | — | |
| CLIP (zero-shot)protocol=zero-shot, ground_truth_class_names=known2025.12 | 56.9 | 75.5 | |
| WordNetvocabulary_type=Pre-defined2025.12 | 53.9 | 70.6 | |
| WordNet+CLIP2024.03 | 53.9 | 70.6 | |
| E-FineRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 51.8 | 67.1 | |
| RAR2024.03 | 50 | 65.2 | |
| FineRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 48.1 | 64.9 | |
| FineR2024.03 | 48.1 | 64.9 | |
| BLIP-2vocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 39 | 58.6 | |
| BLIP-22024.03 | 39 | 58.6 | |
| CaSEDvocabulary_type=Pre-defined2025.12 | 38 | 55.9 | |
| CaSED2024.03 | 38 | 55.9 | |
| KMeansvocabulary_type=Index-based, without_vocabulary=true2025.12 | 16.4 | — | |
| CLIP-Sinkhornvocabulary_type=Index-based, without_vocabulary=true2025.12 | 12.6 | — | |
| DINO-Sinkhornvocabulary_type=Index-based, without_vocabulary=true2025.12 | 11.2 | — |