Image Classification on ImageNet-1k (val) (Top-1 Accuracy and Linear Probe Accuracy)
85.67Top-1 AccuracySpiral RoPE
Evaluation Results
| Method | Links | |
|---|---|---|
| Spiral RoPEBackbone=DeiT-L, Resolution=448x448, Fine-tuned=true2026.02 | 85.67 | |
| Spiral RoPEBackbone=DeiT-L, Resolution=384x384, Fine-tuned=true2026.02 | 85.48 | |
| RoPE-MixedBackbone=DeiT-L, Resolution=448x448, Fine-tuned=true2026.02 | 85.4 | |
| Spiral RoPEBackbone=DeiT-B, Resolution=448x448, Fine-tuned=true2026.02 | 85.19 | |
| RoPE-MixedBackbone=DeiT-L, Resolution=384x384, Fine-tuned=true2026.02 | 85.14 | |
| APEBackbone=DeiT-L, Resolution=448x448, Fine-tuned=true2026.02 | 85.13 | |
| Spiral RoPEBackbone=DeiT-B, Resolution=384x384, Fine-tuned=true2026.02 | 85.04 | |
| APEBackbone=DeiT-L, Resolution=384x384, Fine-tuned=true2026.02 | 84.92 | |
| RoPE-MixedBackbone=DeiT-B, Resolution=448x448, Fine-tuned=true2026.02 | 84.84 | |
| RoPE-MixedBackbone=DeiT-B, Resolution=384x384, Fine-tuned=true2026.02 | 84.73 | |
| DINOv2Arch=ViT-B, Protocol=linear probe2025.12 | 84.5 | |
| APEBackbone=DeiT-B, Resolution=448x448, Fine-tuned=true2026.02 | 84.29 | |
| APEBackbone=DeiT-B, Resolution=384x384, Fine-tuned=true2026.02 | 84.16 | |
| Spiral RoPEBackbone=DeiT-L, Resolution=224x224, Fine-tuned=true2026.02 | 83.97 | |
| RoPE-MixedBackbone=DeiT-L, Resolution=224x224, Fine-tuned=true2026.02 | 83.51 | |
| Spiral RoPEBackbone=DeiT-B, Resolution=224x224, Fine-tuned=true2026.02 | 83.39 | |
| APEBackbone=DeiT-L, Resolution=224x224, Fine-tuned=true2026.02 | 83.24 | |
| RaptorArch=k=4, Protocol=linear probe2025.12 | 83.2 | |
| Spiral RoPEBackbone=DeiT-S, Resolution=448x448, Fine-tuned=true2026.02 | 83.15 | |
| RoPE-MixedBackbone=DeiT-B, Resolution=224x224, Fine-tuned=true2026.02 | 83.15 | |
| Spiral RoPEBackbone=DeiT-S, Resolution=384x384, Fine-tuned=true2026.02 | 83.04 | |
| RaptorArch=k=3, Protocol=linear probe2025.12 | 83 | |
| RoPE-MixedBackbone=DeiT-S, Resolution=448x448, Fine-tuned=true2026.02 | 82.99 | |
| RoPE-MixedBackbone=DeiT-S, Resolution=384x384, Fine-tuned=true2026.02 | 82.64 | |
| APEBackbone=DeiT-B, Resolution=224x224, Fine-tuned=true2026.02 | 82.36 | |
| APEBackbone=DeiT-S, Resolution=448x448, Fine-tuned=true2026.02 | 82.24 | |
| APEBackbone=DeiT-S, Resolution=384x384, Fine-tuned=true2026.02 | 81.88 | |
| RaptorArch=k=2, Protocol=linear probe2025.12 | 81.2 | |
| DINOv2Arch=ViT-S, Protocol=linear probe2025.12 | 80.9 | |
| RoPE-MixedBackbone=DeiT-S, Resolution=224x224, Fine-tuned=true2026.02 | 80.48 | |
| Spiral RoPEBackbone=DeiT-S, Resolution=224x224, Fine-tuned=true2026.02 | 80.39 | |
| APEBackbone=DeiT-S, Resolution=224x224, Fine-tuned=true2026.02 | 79.11 |