Fine-grained classification on Birds-200
58.8cACCFiNDR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FiNDRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 58.8 | 76.9 | |
| CLIP (zero-shot)protocol=zero-shot, ground_truth_class_names=known2025.12 | 57.4 | 80.5 | |
| E-FineRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 52.1 | 70.1 | |
| RAR2024.03 | 51.6 | 69.5 | |
| FineRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 51.1 | 69.5 | |
| FineR2024.03 | 51.1 | 69.5 | |
| SCDvocabulary_type=Pre-defined2025.12 | 46.5 | — | |
| WordNetvocabulary_type=Pre-defined2025.12 | 39.3 | 57.7 | |
| WordNet+CLIP2024.03 | 39.3 | 57.7 | |
| KMeansvocabulary_type=Index-based, without_vocabulary=true2025.12 | 36.6 | — | |
| BLIP-2vocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 30.9 | 56.8 | |
| BLIP-22024.03 | 30.9 | 56.8 | |
| CaSEDvocabulary_type=Pre-defined2025.12 | 25.6 | 50.1 | |
| CaSED2024.03 | 25.6 | 50.1 | |
| CLIP-Sinkhornvocabulary_type=Index-based, without_vocabulary=true2025.12 | 23.5 | — | |
| DINO-Sinkhornvocabulary_type=Index-based, without_vocabulary=true2025.12 | 13.5 | — | |
| CLEVERvocabulary_type=Pre-defined2025.12 | 7.9 | — |