Image Classification on StanfordCars, DTD, EuroSAT, GTSRB, RESISC45, SUN397, SVHN
85.87Accuracy (StanfordCars)LoRA-Pro
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LoRA-ProBackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 85.87 | 78.64 | 98.46 | 95.66 | 94.75 | 76.42 | 94.63 | 89.2 | |
| GoRABackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 85.76 | 78.17 | 98.77 | 96.66 | 95.16 | 76.46 | 95.32 | 89.47 | |
| NA-LoRABackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 85.28 | 78.26 | 98.96 | 96.14 | 95.57 | 75.84 | 97.14 | 89.6 | |
| LoRA-GABackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 85.18 | 77.5 | 98.05 | 95.28 | 94.43 | 75.44 | 93.68 | 88.51 | |
| Full FTBackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 84.23 | 77.44 | 98.09 | 94.31 | 93.95 | 75.35 | 93.04 | 88.06 | |
| rsLoRABackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 82.38 | 78.03 | 98.06 | 95.04 | 93.96 | 75.38 | 92.74 | 87.94 | |
| DoRABackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 73.72 | 73.72 | 96.95 | 92.38 | 90.03 | 70.2 | 88.23 | 83.48 | |
| LoRA+Backbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 72.87 | 74.07 | 97.01 | 92.42 | 89.96 | 70.17 | 88.08 | 83.51 | |
| LoRABackbone=CLIP-ViT-B/16, Evaluation Protocol=LoRA-Pro protocol2026.06 | 72.81 | 73.92 | 96.93 | 92.4 | 90.03 | 70.12 | 88.02 | 83.46 | |
| Full FT MoEBackbone=CLIP ViT-B/32, # Params (%)=7702025.02 | 66.39 | 75.53 | 98.59 | 98.5 | 94.38 | 60.34 | 97.09 | 84.4 | |
| Zero-shotBackbone=CLIP-ViT-B/162026.06 | 63.75 | 44.39 | 42.22 | 35.22 | 56.46 | 62.56 | 15.53 | 45.73 | |
| FRoD(s=0.02)Backbone=CLIP ViT-B/32, # Params (%)=2.49, s=0.022025.12 | 62.13 | 73.24 | 98.89 | 97.84 | 91.95 | 59.16 | 96.42 | 82.8 | |
| FRoD(s=0.01)Backbone=CLIP ViT-B/32, # Params (%)=1.29, s=0.012025.12 | 61.3 | 71.22 | 98.52 | 97.66 | 91.43 | 59.62 | 96.01 | 82.25 | |
| VeRABackbone=CLIP ViT-B/32, # Params (%)=0.292025.12 | 60.37 | 73.03 | 98.44 | 97.3 | 89.71 | 50.25 | 95.93 | 80.71 | |
| Full FTBackbone=CLIP ViT-B/32, # Params (%)=1002025.12 | 60.33 | 73.88 | 98.96 | 98.3 | 93.65 | 53.84 | 96.78 | 82.25 | |
| Full FTBackbone=CLIP ViT-B/32, # Params (%)=1002025.02 | 60.33 | 73.88 | 98.96 | 98.3 | 93.65 | 53.84 | 96.78 | 82.25 | |
| GOATBackbone=CLIP ViT-B/32, # Params (%)=2.242025.12 | 53.5 | 75.32 | 98.82 | 98.17 | 93.46 | 54.53 | 96.62 | 81.49 | |
| GOATBackbone=CLIP ViT-B/32, Rank=8, # Params (%)=2.242025.02 | 53.5 | 75.32 | 98.82 | 98.17 | 93.46 | 54.53 | 96.62 | 81.49 | |
| MoLoRABackbone=CLIP ViT-B/32, Rank=8, # Params (%)=2.242025.02 | 50.83 | 73.51 | 98.63 | 97.72 | 92.58 | 52.55 | 96 | 80.26 | |
| LoRABackbone=CLIP ViT-B/32, Rank=32, # Params (%)=5.982025.02 | 50.13 | 72.87 | 98.88 | 98.13 | 92.87 | 53.65 | 96.55 | 80.44 | |
| AdaMoLEBackbone=CLIP ViT-B/32, Rank=8, # Params (%)=2.332025.02 | 49.47 | 71.65 | 98.52 | 97.73 | 91.95 | 52.29 | 95.82 | 79.63 | |
| HydraLoRABackbone=CLIP ViT-B/32, Rank=8, # Params (%)=1.582025.02 | 48.42 | 72.18 | 98.4 | 97.28 | 92.93 | 51.8 | 96.06 | 79.58 | |
| LoRABackbone=CLIP ViT-B/32, Rank=16, # Params (%)=2.992025.02 | 46.51 | 72.07 | 98.74 | 98.04 | 92.08 | 51.63 | 96 | 79.3 | |
| RandLoRABackbone=CLIP ViT-B/32, # Params (%)=1.492025.12 | 42.36 | 69.68 | 98.37 | 96.88 | 89.03 | 47.47 | 95.6 | 77.06 | |
| LoRABackbone=CLIP ViT-B/32, # Params (%)=1.492025.12 | 41.02 | 70.15 | 98.66 | 96.51 | 90.38 | 47.51 | 95.39 | 77.09 | |
| LoRABackbone=CLIP ViT-B/32, Rank=8, # Params (%)=1.492025.02 | 41.02 | 70.15 | 98.66 | 96.51 | 90.38 | 47.51 | 95.39 | 77.09 | |
| DoRABackbone=CLIP ViT-B/32, # Params (%)=1.492025.12 | 40.75 | 71.91 | 98.89 | 97.71 | 90.19 | 47.54 | 95.46 | 77.49 | |
| DoRABackbone=CLIP ViT-B/32, Rank=8, # Params (%)=1.492025.02 | 40.75 | 71.91 | 98.89 | 97.71 | 90.19 | 47.54 | 95.46 | 77.49 | |
| PiSSABackbone=CLIP ViT-B/32, # Params (%)=1.492025.12 | 40.41 | 69.62 | 98.48 | 95.84 | 90.58 | 47.21 | 95.84 | 76.85 | |
| PiSSABackbone=CLIP ViT-B/32, Rank=8, # Params (%)=1.492025.02 | 40.41 | 69.62 | 98.48 | 95.84 | 90.58 | 47.21 | 95.84 | 76.85 | |
| MiLoRABackbone=CLIP ViT-B/32, # Params (%)=1.492025.12 | 39.77 | 70.48 | 98.19 | 97.52 | 89.92 | 45.38 | 95.49 | 76.68 | |
| MiLoRABackbone=CLIP ViT-B/32, Rank=8, # Params (%)=1.492025.02 | 39.77 | 70.48 | 98.19 | 97.52 | 89.92 | 45.38 | 95.49 | 76.68 |