Object Classification on iNaturalist 2018 (Head/Middle/Tail)
72.6Top-1 Acc (Head)debLoRA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| debLoRAMode=debLoRA adaptation2024.10 | 72.6 | 79.8 | 78.4 | — | |
| LoRAMode=Low-Rank Adaptation2024.10 | 71.9 | 74.6 | 71.2 | — | |
| Fine-TuneMode=Fine-Tuning2024.10 | 66.5 | 69.2 | 67.5 | — | |
| Zero-ShotMode=Zero-Shot2024.10 | 36.2 | 29.4 | 8.9 | — | |
| Communication Game +augmentations -sharedEvaluation Protocol=Linear evaluation, Data Augmentations=True, Weight Sharing=False2021.06 | — | — | — | 30.8 | |
| Communication Game +augmentations +sharedEvaluation Protocol=Linear evaluation, Data Augmentations=True, Weight Sharing=True2021.06 | — | — | — | 31.3 | |
| SimCLREvaluation Protocol=Linear evaluation2021.06 | — | — | — | 31.8 | |
| SupervisedEvaluation Protocol=Linear evaluation2021.06 | — | — | — | 46.7 |