Image Classification on Kvasir
94.3Mean AccuracyEnsemble 1000/15
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ensemble 1000/152026.05 | 94.3 | 94.45 | 94.3 | 94.37 | 99.66 | |
| CPVTFLOPs (G)=15.64, Params (M)=22.762026.05 | 90.41 | 90.52 | 90.42 | 90.38 | 99.04 | |
| SMTFLOPs (G)=4.72, Params (M)=22.042026.05 | 89.53 | 89.55 | 89.54 | 89.48 | 99.11 | |
| SG-FormerFLOPs (G)=4.59, Params (M)=22.552026.05 | 89.48 | 89.61 | 89.47 | 89.54 | 99.05 | |
| SPAFLOPs (G)=4.57, Params (M)=30.022026.05 | 89.35 | 89.46 | 89.35 | 89.4 | 98.59 | |
| SWINFLOPs (G)=15.19, Params (M)=87.772026.05 | 89.15 | 89.12 | 89.1 | 89.09 | 98.55 | |
| SaEBudget=20%, Number of seeds=52026.02 | 88.58 | — | — | — | — | |
| CMTFLOPs (G)=3.95, Params (M)=24.982026.05 | 87.97 | 88.13 | 87.98 | 88 | 98.21 | |
| FocalNetFLOPs (G)=8.65, Params (M)=49.892026.05 | 87.65 | 87.87 | 87.66 | 87.51 | 98.42 | |
| PerViTFLOPs (G)=11.5, Params (M)=20.852026.05 | 86.91 | 86.98 | 86.83 | 86.94 | 98.48 | |
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 82.33 | — | — | — | — | |
| MedCoOp + EntropyBudget=20%, Number of seeds=52026.02 | 81.92 | — | — | — | — | |
| ConvNeXtFLOPs (G)=8.73, Params (M)=49.462026.05 | 81.9 | 82.06 | 81.91 | 81.86 | 93.94 | |
| MedCoOp + BADGEBudget=20%, Number of seeds=52026.02 | 81.42 | — | — | — | — | |
| MedCoOp + CoresetBudget=20%, Number of seeds=52026.02 | 80.83 | — | — | — | — | |
| BioMedVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 80.2 | — | — | — | — | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 79.64 | — | — | — | — | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 79.53 | — | — | — | — | |
| AttrVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 79.4 | — | — | — | — | |
| ARSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 79.3 | — | — | — | — | |
| BiomedCoOpBudget=20%, Number of seeds=5, inference_mode=few-shot reference2026.02 | 78.89 | — | — | — | — | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 78.89 | — | — | — | — | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 78 | — | — | — | — | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 77.88 | — | — | — | — | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 77.72 | — | — | — | — | |
| BioMedCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 77.7 | — | — | — | — | |
| CoCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 77.5 | — | — | — | — | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 77.14 | — | — | — | — | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 76.81 | — | — | — | — | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 76.03 | — | — | — | — | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 75.88 | — | — | — | — | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 75.86 | — | — | — | — | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 75.41 | — | — | — | — | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 75.22 | — | — | — | — | |
| VPSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 75.2 | — | — | — | — | |
| CoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 74.8 | — | — | — | — | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 74.47 | — | — | — | — | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 74.22 | — | — | — | — | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 74.08 | — | — | — | — | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 72.95 | — | — | — | — | |
| PCBBudget=20%, Number of seeds=52026.02 | 72.92 | — | — | — | — | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 72.92 | — | — | — | — | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 72.52 | — | — | — | — | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 72.19 | — | — | — | — | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 72.05 | — | — | — | — | |
| RandomBudget=20%, Number of seeds=52026.02 | 71.1 | — | — | — | — | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 70.78 | — | — | — | — | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 70.72 | — | — | — | — | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 70 | — | — | — | — | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 69.94 | — | — | — | — | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 69.36 | — | — | — | — | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 68.94 | — | — | — | — | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 68.28 | — | — | — | — | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 66.11 | — | — | — | — | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/16, Pre-trained Model=BioMedCLIP2026.06 | 62.9 | — | — | — | — | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 56.5 | — | — | — | — | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 56.08 | — | — | — | — | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 54.83 | — | — | — | — | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 54.58 | — | — | — | — | |
| BioMedCLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 51.5 | — | — | — | — | |
| CLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 18.7 | — | — | — | — | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 14.1 | — | — | — | — | |
| AttrVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 13.8 | — | — | — | — |