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ResearchFormerly WizWand

Image Classification on ImageNet-1k (val) (Top-1 Accuracy and Linear Probe Accuracy)

85.67Top-1 AccuracySpiral RoPE
78.847680.618882.3984.1612Dec 23, 2025Dec 30, 2025Jan 6, 2026Jan 13, 2026Jan 20, 2026Jan 27, 2026Feb 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Spiral RoPEBackbone=DeiT-L, Resolution=448x448, Fine-tuned=true2026.0285.67
Spiral RoPEBackbone=DeiT-L, Resolution=384x384, Fine-tuned=true2026.0285.48
RoPE-MixedBackbone=DeiT-L, Resolution=448x448, Fine-tuned=true2026.0285.4
Spiral RoPEBackbone=DeiT-B, Resolution=448x448, Fine-tuned=true2026.0285.19
RoPE-MixedBackbone=DeiT-L, Resolution=384x384, Fine-tuned=true2026.0285.14
APEBackbone=DeiT-L, Resolution=448x448, Fine-tuned=true2026.0285.13
Spiral RoPEBackbone=DeiT-B, Resolution=384x384, Fine-tuned=true2026.0285.04
APEBackbone=DeiT-L, Resolution=384x384, Fine-tuned=true2026.0284.92
RoPE-MixedBackbone=DeiT-B, Resolution=448x448, Fine-tuned=true2026.0284.84
RoPE-MixedBackbone=DeiT-B, Resolution=384x384, Fine-tuned=true2026.0284.73
DINOv2Arch=ViT-B, Protocol=linear probe2025.1284.5
APEBackbone=DeiT-B, Resolution=448x448, Fine-tuned=true2026.0284.29
APEBackbone=DeiT-B, Resolution=384x384, Fine-tuned=true2026.0284.16
Spiral RoPEBackbone=DeiT-L, Resolution=224x224, Fine-tuned=true2026.0283.97
RoPE-MixedBackbone=DeiT-L, Resolution=224x224, Fine-tuned=true2026.0283.51
Spiral RoPEBackbone=DeiT-B, Resolution=224x224, Fine-tuned=true2026.0283.39
APEBackbone=DeiT-L, Resolution=224x224, Fine-tuned=true2026.0283.24
RaptorArch=k=4, Protocol=linear probe2025.1283.2
Spiral RoPEBackbone=DeiT-S, Resolution=448x448, Fine-tuned=true2026.0283.15
RoPE-MixedBackbone=DeiT-B, Resolution=224x224, Fine-tuned=true2026.0283.15
Spiral RoPEBackbone=DeiT-S, Resolution=384x384, Fine-tuned=true2026.0283.04
RaptorArch=k=3, Protocol=linear probe2025.1283
RoPE-MixedBackbone=DeiT-S, Resolution=448x448, Fine-tuned=true2026.0282.99
RoPE-MixedBackbone=DeiT-S, Resolution=384x384, Fine-tuned=true2026.0282.64
APEBackbone=DeiT-B, Resolution=224x224, Fine-tuned=true2026.0282.36
APEBackbone=DeiT-S, Resolution=448x448, Fine-tuned=true2026.0282.24
APEBackbone=DeiT-S, Resolution=384x384, Fine-tuned=true2026.0281.88
RaptorArch=k=2, Protocol=linear probe2025.1281.2
DINOv2Arch=ViT-S, Protocol=linear probe2025.1280.9
RoPE-MixedBackbone=DeiT-S, Resolution=224x224, Fine-tuned=true2026.0280.48
Spiral RoPEBackbone=DeiT-S, Resolution=224x224, Fine-tuned=true2026.0280.39
APEBackbone=DeiT-S, Resolution=224x224, Fine-tuned=true2026.0279.11