Image Classification on BUSI
95AccuracyProposed
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Proposed2026.03 | 95 | 94.74 | — | |
| MTL-OCAType=Multi-Task Learning2026.03 | 94.5 | 92.9 | — | |
| MTANetType=Multi-Task Learning2026.03 | 93.9 | 92.3 | — | |
| BTI-NetYear=20262026.06 | 93.16 | — | — | |
| UNet++Extension=Extended with classification heads2026.03 | 92.8 | 91.41 | — | |
| Attention U-NetExtension=Extended with classification heads2026.03 | 92.1 | 90.5 | — | |
| FMCLK-Selection=Auto-K2026.04 | 91.68 | 88.72 | 95.87 | |
| MTANType=Multi-Task Learning2026.03 | 91.6 | 90 | — | |
| DenseMTLYear=20232026.06 | 91.47 | — | — | |
| FMCL2026.04 | 91.43 | 88.41 | 93.93 | |
| MTL-OCAYear=20252026.06 | 91.23 | — | — | |
| MTI-NetYear=20202026.06 | 90.84 | — | — | |
| U-NetExtension=Extended with classification heads2026.03 | 90.8 | 89.1 | — | |
| Proposed2026.03 | 90.6 | 89.84 | — | |
| MTANetYear=20242026.06 | 90.47 | — | — | |
| FMCLOverlap=No Overlap2026.04 | 90.12 | 84.34 | 94.44 | |
| MTL-OCAType=Multi-Task Learning2026.03 | 89.9 | 88.2 | — | |
| MTANetType=Multi-Task Learning2026.03 | 89.3 | 87.6 | — | |
| UNet++Extension=Extended with classification heads2026.03 | 88.21 | 86.9 | — | |
| MTANYear=20192026.06 | 87.84 | — | — | |
| Attention U-NetExtension=Extended with classification heads2026.03 | 87.8 | 86 | — | |
| MTANType=Multi-Task Learning2026.03 | 87.2 | 85.4 | — | |
| U-NetExtension=Extended with classification heads2026.03 | 86.5 | 84.7 | — | |
| BioMedVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 82.6 | — | — | |
| AttrVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 78 | — | — | |
| ARSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 75.4 | — | — | |
| Lingshu 7BMedical Samples=5M2026.06 | 74.64 | — | — | |
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 73.16 | — | — | |
| FECFLMode=Foundation Model (FM)2026.04 | 73.15 | 56.27 | 75.09 | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 72.74 | — | — | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 71.89 | — | — | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 71.47 | — | — | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 71.42 | — | — | |
| VPSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 70.8 | — | — | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 70.62 | — | — | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 70.34 | — | — | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 70.2 | — | — | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 70.2 | — | — | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 70.05 | — | — | |
| PACFLMode=Foundation Model (FM)2026.04 | 69.86 | 51.69 | 72.87 | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 69.49 | — | — | |
| BioMedCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 69.4 | — | — | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 69.13 | — | — | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 68.5 | — | — | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 67.37 | — | — | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 66.81 | — | — | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 66.1 | — | — | |
| OctoMed 7BMedical Samples=8M2026.06 | 66.03 | — | — | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 65.82 | — | — | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 65.54 | — | — | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 64.91 | — | — | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 64.83 | — | — | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 64.69 | — | — | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 64.54 | — | — | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 64.41 | — | — | |
| CoCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 64.4 | — | — | |
| QoQ-Med-VL 7BMedical Samples=2.6M2026.06 | 64.1 | — | — | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 63.55 | — | — | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 63.27 | — | — | |
| CoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 62.3 | — | — | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 62.29 | — | — | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 62.01 | — | — | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 61.86 | — | — | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 61.72 | — | — | |
| FECFL2026.04 | 61.04 | 44.08 | 72.11 | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 60.31 | — | — | |
| Qwen2.5-VL-7B + OPENMEDREASONMedical Samples=450K2026.06 | 60.26 | — | — | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 60.17 | — | — | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 59.75 | — | — | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 59.75 | — | — | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 59.32 | — | — | |
| PACFL2026.04 | 57.25 | 27.87 | 61.89 | |
| MedVL-Thinker 7BMedical Samples=200K2026.06 | 56.69 | — | — | |
| FedAvg2026.04 | 56.34 | 24.82 | 59.58 | |
| FedProx2026.04 | 56.18 | 24.39 | 58.55 | |
| CFL2026.04 | 56.18 | 24.38 | 61.06 | |
| Qwen2.5-VL-7BMedical Samples=N/A2026.06 | 55.77 | — | — | |
| BioMedCLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 54.2 | — | — | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/16, Pre-trained Model=BioMedCLIP2026.06 | 54.2 | — | — | |
| MedGemma 27BMedical Samples=30M2026.06 | 51.92 | — | — | |
| MedGemma 1.5 4BMedical Samples=30M2026.06 | 48.72 | — | — | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 46.6 | — | — | |
| CLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 30.5 | — | — | |
| AttrVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 26.3 | — | — |