Image Classification on Food101 (Accuracy)
95.4AccuracyVeRA (r = 256)
Evaluation Results
| Method | Links | |
|---|---|---|
| VeRA (r = 256)Backbone=CLIP-ViT-L/14, Params (M)=0.232026.04 | 95.4 | |
| RandLoRA (r = 10)Backbone=CLIP-ViT-L/14, Params (M)=12.782026.04 | 95.4 | |
| GiVA (r = 32, TopSV-B)Backbone=CLIP-ViT-L/14, Params (M)=0.202026.04 | 95.4 | |
| GiVA (r = 32, SecSV-B)Backbone=CLIP-ViT-L/14, Params (M)=0.202026.04 | 95.4 | |
| GiVA (r = 32, Rand-B)Backbone=CLIP-ViT-L/14, Params (M)=0.202026.04 | 95.3 | |
| LoRA (r = 32)Backbone=CLIP-ViT-L/14, Params (M)=12.582026.04 | 95.2 | |
| Full Fine-TuningBackbone=CLIP-ViT-L/14, Params (M)=303.282026.04 | 95 | |
| SigLIP 2-B/16Evaluation Protocol=Linear Probe2026.05 | 94.7 | |
| DINOv3-B/16Evaluation Protocol=Linear Probe2026.05 | 94.47 | |
| LAGOBackbone=L/14, Zero-shot=true2026.05 | 94.35 | |
| RandLoRA (r = 10)Backbone=DINOv2-ViT-B/14, Params (M)=3.41±0.02026.04 | 94.1 | |
| BiFTABackbone=L/14, Zero-shot=true2026.05 | 93.97 | |
| WCABackbone=L/14, Zero-shot=true2026.05 | 93.96 | |
| Full Fine-TuningBackbone=DINOv2-ViT-B/14, Params (M)=86.732026.04 | 93.9 | |
| LoRA (r = 32)Backbone=DINOv2-ViT-B/14, Params (M)=4.722026.04 | 93.8 | |
| CuPLBackbone=L/14, Zero-shot=true2026.05 | 93.37 | |
| WaffleBackbone=L/14, Zero-shot=true2026.05 | 93.33 | |
| DFNCLIP-B/16Evaluation Protocol=Linear Probe2026.05 | 93.32 | |
| VeRA (r = 256)Backbone=DINOv2-ViT-B/14, Params (M)=0.092026.04 | 93.2 | |
| GiVA (r = 32, Rand-B)Backbone=DINOv2-ViT-B/14, Params (M)=0.082026.04 | 93.2 | |
| GiVA (r = 32, TopSV-B)Backbone=DINOv2-ViT-B/14, Params (M)=0.082026.04 | 93.1 | |
| GiVA (r = 32, SecSV-B)Backbone=DINOv2-ViT-B/14, Params (M)=0.082026.04 | 93.1 | |
| CLIP-EBackbone=L/14, Zero-shot=true2026.05 | 93.07 | |
| CLIP-DBackbone=L/14, Zero-shot=true2026.05 | 93.03 | |
| DINOv2-reg-B/14Evaluation Protocol=Linear Probe2026.05 | 92.87 | |
| CLIPBackbone=L/14, Zero-shot=true2026.05 | 92.55 | |
| VECA-B/16Evaluation Protocol=Linear Probe, Core tokens (C)=642026.05 | 92.44 | |
| CLIP-B/16Evaluation Protocol=Linear Probe2026.05 | 92.42 | |
| DINOv2-B/14Evaluation Protocol=Linear Probe2026.05 | 92.02 | |
| AM-RADIOv2.5-B/16Evaluation Protocol=Linear Probe2026.05 | 91.64 | |
| OpenCLIP-B/16Evaluation Protocol=Linear Probe2026.05 | 91.33 | |
| LAGOBackbone=B/16, Zero-shot=true2026.05 | 90.54 | |
| BiFTABackbone=B/16, Zero-shot=true2026.05 | 90.11 | |
| VECA-B/16Evaluation Protocol=Linear Probe, Core tokens (C)=82026.05 | 90.04 | |
| WCABackbone=B/16, Zero-shot=true2026.05 | 90.01 | |
| WaffleBackbone=B/16, Zero-shot=true2026.05 | 89.06 | |
| CuPLBackbone=B/16, Zero-shot=true2026.05 | 88.98 | |
| CLIP-DBackbone=B/16, Zero-shot=true2026.05 | 88.85 | |
| CLIP-EBackbone=B/16, Zero-shot=true2026.05 | 88.83 | |
| CLIPBackbone=B/16, Zero-shot=true2026.05 | 88.4 | |
| PromptSRC+OursShots=42026.05 | 87.8 | |
| EBMmode=Fine-tuning2025.10 | 87.6 | |
| MaPLe + OursTest-time prompt tuning=True2026.04 | 87.41 | |
| CoCoOpShots=42026.05 | 87.2 | |
| CoCoOpmode=Fine-tuning2025.10 | 87.2 | |
| PLOTShots=42026.05 | 87.1 | |
| GalLoP+OursShots=42026.05 | 87.1 | |
| PLOTmode=Fine-tuning2025.10 | 87.1 | |
| LAGOBackbone=B/32, Zero-shot=true2026.05 | 86.96 | |
| ProDAShots=42026.05 | 86.8 | |
| A3B2Backbone=ViT-B/16, Training Shots=16-shot2026.05 | 86.75 | |
| TCPBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 86.73 | |
| TCPBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.69 | |
| MAIL++Backbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.63 | |
| TCP+OursShots=42026.05 | 86.6 | |
| DeKgBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.59 | |
| PromptSRCSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 86.52 | |
| PromptSRCShots=42026.05 | 86.5 | |
| GalLoPShots=42026.05 | 86.5 | |
| MMRL + NeRP2026.05 | 86.5 | |
| PromptSRCmode=Fine-tuning2025.10 | 86.5 | |
| BiFTABackbone=B/32, Zero-shot=true2026.05 | 86.43 | |
| WCABackbone=B/32, Zero-shot=true2026.05 | 86.4 | |
| PromptSRC + NeRP2026.05 | 86.4 | |
| MMRL2026.05 | 86.4 | |
| MMRLBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.4 | |
| KgCoOp2025.09 | 86.36 | |
| MaPLeSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 86.36 | |
| MAILBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.33 | |
| CoCoOp + NeRP2026.05 | 86.3 | |
| BIP-DBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.27 | |
| KgCoOpBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 86.24 | |
| AXISArchitecture=ViT-B-322025.08 | 86.23 | |
| CLIP-SVD2025.09 | 86.21 | |
| MaPLe2025.09 | 86.2 | |
| MaPLeBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.2 | |
| PromptSRC2026.05 | 86.15 | |
| PromptSRCBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.15 | |
| MMA2026.05 | 86.12 | |
| MMA + NeRP2026.05 | 86.12 | |
| MMABackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.12 | |
| CLIP2025.09 | 86.11 | |
| Co-CoOp2025.09 | 86.06 | |
| CoCoOp2026.05 | 86.06 | |
| CoOpOpBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 86.06 | |
| CLIP ViT-B/16Alignment train data=WIT400M, Zero-shot=true2026.05 | 86.04 | |
| CoOpBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 85.82 | |
| MMRL++Backbone=ViT-B/16, Training Shots=16-shot2026.05 | 85.72 | |
| MMRLBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 85.68 | |
| aTLASArchitecture=ViT-B-322025.08 | 85.63 | |
| MaPLeBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 85.63 | |
| TIP-Adapter-F+OursShots=42026.05 | 85.6 | |
| OursTest-time prompt tuning=True2026.04 | 85.45 | |
| ProGrad2025.09 | 85.4 | |
| TCP*Shots=42026.05 | 85.4 | |
| CoOp2025.09 | 85.3 | |
| MaPLeShots=42026.05 | 85.3 | |
| MaPLemode=Fine-tuning2025.10 | 85.3 | |
| CoOpBackbone=ViT-B/16, Training Shots=16-shot, Training Source=ImageNet2026.05 | 85.3 | |
| CLIPmode=Fine-tuning2025.10 | 84.8 |