Eye Disease Classification on OCTDL (test)

99.24AUCDecentralized LoRA Augmented Transformer

Evaluation results

Method
Decentralized LoRA Augmented Transformer2025.05	99.24	99.18	0.0459	99.12	99.03	100
DeiT-x2025.05	99.22	92.38	0.2659	95.39	89.61	99.88
DeiT2025.05	99.15	91.21	0.3438	95.15	86.08	99.61
EfficientFormer2025.05	98.61	85.74	0.381	92.73	84.21	100
Swin Transformer2025.05	98.36	89.27	0.4182	94.38	85.22	99.65
ViT2025.05	98.11	84.98	0.4492	91.5	82.03	99.74
DINOv22025.05	97.32	81.98	0.5397	86.1	79.33	91.42
ConvNeXt V22025.05	91.38	66.06	1.0112	80.08	56.45	81.85
ViTMAE2025.05	90.52	64.34	1.1168	79.9	46.35	80.34
SegFormer2025.05	89.93	65.53	1.0694	71.73	56.69	96.97
CvT2025.05	86.3	61.79	1.3205	68.62	41.3	94.87
RegNet2025.05	85.36	59.73	1.2738	64.97	46.85	94.55