Image Classification on Flowers102 (Accuracy)
99.6AccuracyLoRA (r = 32)
Evaluation Results
| Method | Links | |
|---|---|---|
| LoRA (r = 32)Backbone=DINOv2-ViT-B/14, Params (M)=4.722026.04 | 99.6 | |
| RandLoRA (r = 10)Backbone=DINOv2-ViT-B/14, Params (M)=3.592026.04 | 99.6 | |
| VeRA (r = 256)Backbone=DINOv2-ViT-B/14, Params (M)=0.092026.04 | 99.3 | |
| GiVA (r = 32, SecSV-B)Backbone=DINOv2-ViT-B/14, Params (M)=0.082026.04 | 99.3 | |
| GiVA (r = 32, TopSV-B)Backbone=DINOv2-ViT-B/14, Params (M)=0.082026.04 | 99.2 | |
| GiVA (r = 32, Rand-B)Backbone=DINOv2-ViT-B/14, Params (M)=0.082026.04 | 99.2 | |
| Full Fine-TuningBackbone=DINOv2-ViT-B/14, Params (M)=86.732026.04 | 99.1 | |
| VeRA (r = 256)Backbone=CLIP-ViT-L/14, Params (M)=0.232026.04 | 98.7 | |
| GiVA (r = 32, Rand-B)Backbone=CLIP-ViT-L/14, Params (M)=0.202026.04 | 98.7 | |
| GiVA (r = 32, SecSV-B)Backbone=CLIP-ViT-L/14, Params (M)=0.202026.04 | 98.5 | |
| GiVA (r = 32, TopSV-B)Backbone=CLIP-ViT-L/14, Params (M)=0.202026.04 | 98.4 | |
| Full Fine-TuningBackbone=CLIP-ViT-L/14, Params (M)=303.282026.04 | 98.3 | |
| LoRA (r = 32)Backbone=CLIP-ViT-L/14, Params (M)=12.582026.04 | 98.3 | |
| RandLoRA (r = 10)Backbone=CLIP-ViT-L/14, Params (M)=12.782026.04 | 98.2 | |
| EBMmode=Fine-tuning2025.10 | 98.2 | |
| SCANShot=162025.05 | 97.61 | |
| PLOTmode=Fine-tuning2025.10 | 97.6 | |
| PromptSRCmode=Fine-tuning2025.10 | 97.6 | |
| CoOpmode=Fine-tuning2025.10 | 97.1 | |
| SCANShot=82025.05 | 97.03 | |
| MaPLemode=Fine-tuning2025.10 | 97 | |
| SimNLShot=162025.05 | 96.51 | |
| TaskResShot=162025.05 | 96.03 | |
| SimNLShot=82025.05 | 95.23 | |
| Tip-Adapter-FShot=162025.05 | 95.01 | |
| SCANShot=42025.05 | 94.74 | |
| TaskResShot=82025.05 | 94.73 | |
| CLIP-AdapterShot=162025.05 | 93.91 | |
| SimNLShot=42025.05 | 92.04 | |
| Tip-Adapter-FShot=82025.05 | 91.85 | |
| CLIP-AdapterShot=82025.05 | 91.79 | |
| SCANShot=22025.05 | 91.03 | |
| CoOpShot=82025.05 | 90.84 | |
| TaskResShot=42025.05 | 90.2 | |
| Tip-Adapter-FShot=42025.05 | 89.02 | |
| SimNLShot=22025.05 | 88.43 | |
| CoCoOpmode=Fine-tuning2025.10 | 87.8 | |
| CLIP-AdapterShot=42025.05 | 87.3 | |
| TaskResShot=22025.05 | 86.57 | |
| SCANShot=12025.05 | 86.47 | |
| CoOpShot=42025.05 | 85.81 | |
| CoOpShot=162025.05 | 84.39 | |
| SimNLShot=12025.05 | 84.17 | |
| Tip-Adapter-FShot=22025.05 | 82.5 | |
| CLIP-AdapterShot=22025.05 | 81.77 | |
| Tip-Adapter-FShot=12025.05 | 80.13 | |
| Co-CoOpSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 79.41 | |
| TaskResShot=12025.05 | 79.17 | |
| CoCoOpShot=162025.05 | 79.14 | |
| AXISArchitecture=ViT-B-322025.08 | 78.37 | |
| CoOpShot=22025.05 | 77.47 | |
| CoCoOpShot=82025.05 | 75.88 | |
| BEiT-B/16Alignment train data=IN21K repr. + 1 img-capt. pair per class, Zero-shot=true2026.05 | 73.74 | |
| CLIP-AdapterShot=12025.05 | 73.43 | |
| CoCoOpShot=42025.05 | 72.72 | |
| MMRL++Backbone=ViT-B/16, Training Shots=16-shot2026.05 | 72.57 | |
| CLIP-SVD2025.09 | 72.45 | |
| MaPLe2025.09 | 72.23 | |
| MMRLBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 72.22 | |
| A3B2Backbone=ViT-B/16, Training Shots=16-shot2026.05 | 72.15 | |
| Co-CoOp2025.09 | 71.88 | |
| TCPBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 71.46 | |
| CLIP2025.09 | 71.3 | |
| MaPLeSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 71.3 | |
| KgCoOpBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 71.23 | |
| CoCoOpShot=22025.05 | 70.7 | |
| CLIPmode=Fine-tuning2025.10 | 70.7 | |
| CoOpBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 70.66 | |
| PromptSRCSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 70.52 | |
| MaPLeBackbone=ViT-B/16, Training Shots=16-shot2026.05 | 70.28 | |
| aTLASArchitecture=ViT-B-322025.08 | 70.24 | |
| KgCoOp2025.09 | 70.01 | |
| CoOp2025.09 | 68.71 | |
| MMABackbone=ViT-B/16, Training Shots=16-shot2026.05 | 68.52 | |
| CoOpShot=12025.05 | 67.9 | |
| ProGrad2025.09 | 67.87 | |
| CoCoOpShot=12025.05 | 67.52 | |
| CLIP ViT-B/16Alignment train data=WIT400M, Zero-shot=true2026.05 | 65.96 | |
| CLIP2026.04 | 65.62 | |
| CLIPShot=02025.05 | 65.46 | |
| BEiT-B/16Alignment train data=IN21K repr., Zero-shot=true2026.05 | 62.63 | |
| FARE2026.04 | 61.94 | |
| AdvFLYPfull2026.04 | 57.67 | |
| PMG-AFT2026.04 | 55.23 | |
| TGA-ZSR2026.04 | 52.92 | |
| AdvFLYP2026.04 | 52.5 | |
| TeCoA2026.04 | 51.63 | |
| BEiT-B/16Alignment train data=IN1K repr., Zero-shot=true2026.05 | 11.82 |