Medical Image Classification on BUSI
97.44AccuracyOurs (Ensemble 1000/15)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Ours (Ensemble 1000/15)2026.05 | 97.44 | — | — | 97.66 | 96.03 | — | — | 96.84 | 99.74 | |
| CPR2026.07 | 94.89 | — | — | — | — | — | — | — | — | |
| TNet2026.07 | 94.25 | — | — | — | — | — | — | — | — | |
| SSPS/M2Former2026.07 | 93.61 | — | — | — | — | — | — | — | — | |
| Focus Longer to See Better2026.07 | 90.1 | — | — | — | — | — | — | — | — | |
| ExplicdSetting=Explainable2024.06 | 89.7 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=ResNet18, Teacher=LVM-Med2024.07 | 88.96 | — | — | — | — | — | — | — | — | |
| RDStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 88.96 | — | — | — | — | — | — | — | — | |
| DRDTeacher=LVM-Med 94.16, Student=ResNet182026.05 | 88.96 | — | — | — | — | — | — | — | — | |
| RA-CNN2026.07 | 88.82 | — | — | — | — | — | — | — | — | |
| ViT-BaseSetting=Black-box2024.06 | 88.5 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 88.31 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=ResNet18, Teacher=Densenet1212024.07 | 88.31 | — | — | — | — | — | — | — | — | |
| DRDTeacher=PMC-CLIP 88.31, Student=ResNet182026.05 | 88.31 | — | — | — | — | — | — | — | — | |
| DRDTeacher=RadImageNet 86.36, Student=ResNet182026.05 | 88.31 | — | — | — | — | — | — | — | — | |
| VQTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 87.66 | — | — | — | — | — | — | — | — | |
| LPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 87.66 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=MobileNet, Teacher=Densenet1212024.07 | 87.01 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=MobileNet, Teacher=LVM-Med2024.07 | 87.01 | — | — | — | — | — | — | — | — | |
| RDStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 87.01 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=ShuffleNet, Teacher=PMC-CLIP2024.07 | 86.36 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=MobileNet, Teacher=PMC-CLIP2024.07 | 86.36 | — | — | — | — | — | — | — | — | |
| SemCKDStudent=MobileNet, Teacher=LVM-Med2024.07 | 86.36 | — | — | — | — | — | — | — | — | |
| MeLoStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 86.36 | — | — | — | — | — | — | — | — | |
| VPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 86.36 | — | — | — | — | — | — | — | — | |
| DRDTeacher=PMC-CLIP 88.31, Student=ShuffleNet2026.05 | 86.36 | — | — | — | — | — | — | — | — | |
| DRDTeacher=PMC-CLIP 88.31, Student=MobileNet2026.05 | 86.36 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=ShuffleNet, Teacher=Densenet1212024.07 | 85.71 | — | — | — | — | — | — | — | — | |
| Reprogramming DistillationStudent=ShuffleNet, Teacher=LVM-Med2024.07 | 85.71 | — | — | — | — | — | — | — | — | |
| RDStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 85.71 | — | — | — | — | — | — | — | — | |
| VIDStudent=ShuffleNet, Teacher=PMC-CLIP2024.07 | 85.06 | — | — | — | — | — | — | — | — | |
| VIDStudent=MobileNet, Teacher=PMC-CLIP2024.07 | 85.06 | — | — | — | — | — | — | — | — | |
| SemCKDStudent=MobileNet, Teacher=PMC-CLIP2024.07 | 85.06 | — | — | — | — | — | — | — | — | |
| MGDStudent=MobileNet, Teacher=PMC-CLIP2024.07 | 85.06 | — | — | — | — | — | — | — | — | |
| VQTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 85.06 | — | — | — | — | — | — | — | — | |
| VIDTeacher=PMC-CLIP 88.31, Student=ShuffleNet2026.05 | 85.06 | — | — | — | — | — | — | — | — | |
| VPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 84.77 | — | — | — | — | — | — | — | — | |
| VQTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 84.77 | — | — | — | — | — | — | — | — | |
| ResNet50Setting=Black-box2024.06 | 84.6 | — | — | — | — | — | — | — | — | |
| SemCKDStudent=MobileNet, Teacher=Densenet1212024.07 | 84.42 | — | — | — | — | — | — | — | — | |
| LPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 84.42 | — | — | — | — | — | — | — | — | |
| MeLoStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 84.42 | — | — | — | — | — | — | — | — | |
| MGDStudent=ShuffleNet, Teacher=PMC-CLIP2024.07 | 84.41 | — | — | — | — | — | — | — | — | |
| MGDStudent=ShuffleNet, Teacher=Densenet1212024.07 | 84.41 | — | — | — | — | — | — | — | — | |
| MGDTeacher=PMC-CLIP 88.31, Student=ShuffleNet2026.05 | 84.41 | — | — | — | — | — | — | — | — | |
| MedAugmentBackbone=SwT2023.06 | 84.1 | — | 91 | 83 | 82.4 | 90.6 | 82.33 | — | — | |
| HintStudent=ShuffleNet, Teacher=Densenet1212024.07 | 83.77 | — | — | — | — | — | — | — | — | |
| VIDStudent=MobileNet, Teacher=LVM-Med2024.07 | 83.77 | — | — | — | — | — | — | — | — | |
| HintStudent=MobileNet, Teacher=LVM-Med2024.07 | 83.77 | — | — | — | — | — | — | — | — | |
| MeLoStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 83.77 | — | — | — | — | — | — | — | — | |
| TrivialAugmentBackbone=SwT2023.06 | 83.23 | — | 91.43 | 83.87 | 78.23 | 89.1 | 80.3 | — | — | |
| HintStudent=MobileNet, Teacher=PMC-CLIP2024.07 | 83.12 | — | — | — | — | — | — | — | — | |
| VIDStudent=MobileNet, Teacher=Densenet1212024.07 | 83.12 | — | — | — | — | — | — | — | — | |
| HintStudent=MobileNet, Teacher=Densenet1212024.07 | 83.12 | — | — | — | — | — | — | — | — | |
| CrdStudent=MobileNet, Teacher=LVM-Med2024.07 | 83.12 | — | — | — | — | — | — | — | — | |
| OFATeacher=PMC-CLIP 88.31, Student=ResNet182026.05 | 83.12 | — | — | — | — | — | — | — | — | |
| RandAugmentBackbone=SwT2023.06 | 83 | — | 90.6 | 82.17 | 80.23 | 89.57 | 80.8 | — | — | |
| AutoAugmentBackbone=SwT2023.06 | 82.8 | — | 90.73 | 82.27 | 79.4 | 89.5 | 80.23 | — | — | |
| CrdStudent=ShuffleNet, Teacher=PMC-CLIP2024.07 | 82.47 | — | — | — | — | — | — | — | — | |
| MGDStudent=ShuffleNet, Teacher=LVM-Med2024.07 | 82.47 | — | — | — | — | — | — | — | — | |
| NormStudent=MobileNet, Teacher=PMC-CLIP2024.07 | 82.47 | — | — | — | — | — | — | — | — | |
| CrdTeacher=PMC-CLIP 88.31, Student=ShuffleNet2026.05 | 82.47 | — | — | — | — | — | — | — | — | |
| MGDStudent=MobileNet, Teacher=Densenet1212024.07 | 82.46 | — | — | — | — | — | — | — | — | |
| AugMixBackbone=SwT2023.06 | 82.37 | — | 89.9 | 79.57 | 81.83 | 90.43 | 80.3 | — | — | |
| CPVTFLOPs (G)=15.64, Params (M)=22.762026.05 | 81.95 | — | — | 80.31 | 80.9 | — | — | 80.39 | 92.13 | |
| VIDStudent=ShuffleNet, Teacher=Densenet1212024.07 | 81.82 | — | — | — | — | — | — | — | — | |
| VIDStudent=ShuffleNet, Teacher=LVM-Med2024.07 | 81.82 | — | — | — | — | — | — | — | — | |
| CrdStudent=MobileNet, Teacher=PMC-CLIP2024.07 | 81.82 | — | — | — | — | — | — | — | — | |
| VPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 81.82 | — | — | — | — | — | — | — | — | |
| LPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 81.82 | — | — | — | — | — | — | — | — | |
| VanillaTeacher=PMC-CLIP 88.31, Student=ShuffleNet2026.05 | 81.82 | — | — | — | — | — | — | — | — | |
| GSDABackbone=SwT2023.06 | 81.53 | — | 89.57 | 79.57 | 79.47 | 89.17 | 79.23 | — | — | |
| HintStudent=ShuffleNet, Teacher=PMC-CLIP2024.07 | 81.17 | — | — | — | — | — | — | — | — | |
| CrdStudent=ShuffleNet, Teacher=Densenet1212024.07 | 81.17 | — | — | — | — | — | — | — | — | |
| HintStudent=ShuffleNet, Teacher=LVM-Med2024.07 | 81.17 | — | — | — | — | — | — | — | — | |
| CrdStudent=MobileNet, Teacher=Densenet1212024.07 | 81.17 | — | — | — | — | — | — | — | — | |
| MGDStudent=MobileNet, Teacher=LVM-Med2024.07 | 81.17 | — | — | — | — | — | — | — | — | |
| HintTeacher=PMC-CLIP 88.31, Student=ShuffleNet2026.05 | 81.17 | — | — | — | — | — | — | — | — | |
| NoAugmentBackbone=SwT2023.06 | 81.07 | — | 89.6 | 78.57 | 77.07 | 88.97 | 77.6 | — | — | |
| SemCKDStudent=ShuffleNet, Teacher=LVM-Med2024.07 | 80.52 | — | — | — | — | — | — | — | — | |
| AdaptFormerStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 80.2 | — | — | — | — | — | — | — | — | |
| AdaptFormerStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 79.95 | — | — | — | — | — | — | — | — | |
| CrdStudent=ShuffleNet, Teacher=LVM-Med2024.07 | 79.87 | — | — | — | — | — | — | — | — | |
| NormStudent=ShuffleNet, Teacher=LVM-Med2024.07 | 79.87 | — | — | — | — | — | — | — | — | |
| MGDStudent=ResNet18, Teacher=LVM-Med2024.07 | 79.22 | — | — | — | — | — | — | — | — | |
| AdaptFormerStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 78.93 | — | — | — | — | — | — | — | — | |
| SMTFLOPs (G)=4.72, Params (M)=22.042026.05 | 78.77 | — | — | 76.28 | 73.69 | — | — | 74.62 | 88.46 | |
| MGDStudent=ResNet18, Teacher=Densenet1212024.07 | 78.57 | — | — | — | — | — | — | — | — | |
| SG-FormerFLOPs (G)=4.59, Params (M)=22.552026.05 | 78.19 | — | — | 76.23 | 73.7 | — | — | 75.64 | 87.31 | |
| VIDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 77.92 | — | — | — | — | — | — | — | — | |
| HintStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 77.92 | — | — | — | — | — | — | — | — | |
| VanillaTeacher=PMC-CLIP 88.31, Student=ResNet182026.05 | 77.92 | — | — | — | — | — | — | — | — | |
| VIDTeacher=PMC-CLIP 88.31, Student=ResNet182026.05 | 77.92 | — | — | — | — | — | — | — | — | |
| HintTeacher=PMC-CLIP 88.31, Student=ResNet182026.05 | 77.92 | — | — | — | — | — | — | — | — | |
| PerViTFLOPs (G)=11.5, Params (M)=20.852026.05 | 77.36 | — | — | 75.47 | 74.24 | — | — | 74.68 | 88.37 | |
| MGDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 77.27 | — | — | — | — | — | — | — | — | |
| HintStudent=ResNet18, Teacher=Densenet1212024.07 | 77.27 | — | — | — | — | — | — | — | — | |
| MGDTeacher=PMC-CLIP 88.31, Student=ResNet182026.05 | 77.27 | — | — | — | — | — | — | — | — | |
| VIDStudent=ResNet18, Teacher=Densenet1212024.07 | 76.62 | — | — | — | — | — | — | — | — | |
| SemCKDStudent=ShuffleNet, Teacher=Densenet1212024.07 | 76.62 | — | — | — | — | — | — | — | — |