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ResearchFormerly WizWand

Classification on CIFAR10 (top-1 accuracy)

98.7Top-1 AccuracyLoRA
50.96463.35775.7588.143Mar 21, 2025Mar 22, 2025Mar 23, 2025Mar 24, 2025Mar 25, 2025Mar 26, 2025Mar 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LoRABackbone=ViT-S, Task=Fine-tuning2025.0398.7
FPBackbone=ViT-S, Task=Fine-tuning2025.0398.68
FPBackbone=EfficientFormer-L7, Task=Fine-tuning2025.0398.65
HOT + LoRABackbone=ViT-S, Task=Fine-tuning2025.0398.6
HOTBackbone=ViT-S, Task=Fine-tuning2025.0398.21
HOTBackbone=EfficientFormer-L7, Task=Fine-tuning2025.0398.03
FPBackbone=EfficientNetV2-m, Task=Fine-tuning2025.0398.01
LUQBackbone=EfficientFormer-L7, Task=Fine-tuning2025.0397.86
FPBackbone=EfficientNetV2-s, Task=Fine-tuning2025.0397.61
LUQBackbone=ViT-S, Task=Fine-tuning2025.0397.37
FPBackbone=EfficientFormer-L1, Task=Fine-tuning2025.0397.31
LBP-WHTBackbone=ViT-S, Task=Fine-tuning2025.0397.24
LBP-WHTBackbone=EfficientFormer-L7, Task=Fine-tuning2025.0397.22
LoRABackbone=EfficientFormer-L7, Task=Fine-tuning2025.0397.1
HOT + LoRABackbone=EfficientFormer-L7, Task=Fine-tuning2025.0396.9
HOTBackbone=EfficientNetV2-s, Task=Fine-tuning2025.0396.79
HOTBackbone=EfficientFormer-L1, Task=Fine-tuning2025.0396.49
LUQBackbone=EfficientFormer-L1, Task=Fine-tuning2025.0396.42
FPBackbone=ViT-B, Task=Fine-tuning2025.0396.36
HOTBackbone=EfficientNetV2-m, Task=Fine-tuning2025.0396.17
LoRABackbone=ViT-B, Task=Fine-tuning2025.0396.07
HOT + LoRABackbone=ViT-B, Task=Fine-tuning2025.0396.03
LBP-WHTBackbone=EfficientNetV2-m, Task=Fine-tuning2025.0395.85
LUQBackbone=ViT-B, Task=Fine-tuning2025.0395.7
HOTBackbone=ViT-B, Task=Fine-tuning2025.0395.01
LBP-WHTBackbone=EfficientFormer-L1, Task=Fine-tuning2025.0394.6
LoRABackbone=EfficientFormer-L1, Task=Fine-tuning2025.0394.14
LBP-WHTBackbone=EfficientNetV2-s, Task=Fine-tuning2025.0394.09
HOT + LoRABackbone=EfficientFormer-L1, Task=Fine-tuning2025.0394.01
LBP-WHTBackbone=ViT-B, Task=Fine-tuning2025.0391.37
CLIP-PGSImage Encoder=ViT-B/16, p=0.3, Protocol=Zero-shot2025.0373.5
E-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0370.7
CLIP-PGSImage Encoder=ViT-S/16, p=0.3, Protocol=Zero-shot2025.0366.9
CLIP-PGSImage Encoder=ViT-B/16, p=0.5, Protocol=Zero-shot2025.0362.5
A-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0361.6
CLIP-PGSImage Encoder=ViT-S/16, p=0.5, Protocol=Zero-shot2025.0358.4
CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0357.7
FLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0352.8