Image Classification on Stanford-Cars Instance-dependent Noise 0.4 (test)
89.74Accuracy (Best)DEFT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DEFTFine-tuning Protocol=Ours, Backbone=CLIP2024.09 | 89.74 | 89.68 | |
| SCEFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | 83.5 | 80.69 | |
| CEFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | 80.59 | 80.59 | |
| GMMFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | 78.76 | 78.72 | |
| ELRFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | 75.97 | 75.84 |