Medical Image Classification on COVID
90.47AccuracyLGDEA
Evaluation Results
| Method | Links | |
|---|---|---|
| LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=10%2026.02 | 90.47 | |
| LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=10%2026.02 | 90.13 | |
| LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=5%2026.02 | 88.77 | |
| MedAlignerZero-shot=true, Group=Paired Baseline2026.02 | 88.2 | |
| AFLocZero-shot=true, Group=Paired Baseline2026.02 | 87.8 | |
| GLoRIAZero-shot=true, Group=Paired Baseline2026.02 | 87.77 | |
| LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=5%2026.02 | 87.53 | |
| MGCAZero-shot=true, Group=Paired Baseline2026.02 | 86.87 | |
| CARZeroZero-shot=true, Group=Paired Baseline2026.02 | 86.8 | |
| PRIORZero-shot=true, Group=Paired Baseline2026.02 | 86.27 | |
| RDStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 85.22 | |
| RDStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 84.24 | |
| CLEFTZero-shot=true, Group=Paired Baseline2026.02 | 84.18 | |
| MedKLIPZero-shot=true, Group=Paired Baseline2026.02 | 83.26 | |
| MAVLZero-shot=true, Group=Paired Baseline2026.02 | 83.06 | |
| NormStudent=ResNet18, Teacher=LVM-Med2024.07 | 82.27 | |
| Reprogramming DistillationStudent=ResNet18, Teacher=LVM-Med2024.07 | 82.27 | |
| RDStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 82.27 | |
| DRDTeacher=LVM-Med 83.74, Student=ResNet182026.05 | 82.27 | |
| LPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 81.77 | |
| Reprogramming DistillationStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 81.28 | |
| AdaptFormerStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 81.28 | |
| DRDTeacher=PMC-CLIP 78.82, Student=ResNet182026.05 | 81.28 | |
| SemCKDStudent=ResNet18, Teacher=LVM-Med2024.07 | 80.79 | |
| LPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 80.79 | |
| AdaptFormerStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 80.3 | |
| BioViLZero-shot=true, Group=Paired Baseline2026.02 | 80.1 | |
| NormStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 79.8 | |
| HintStudent=ResNet18, Teacher=LVM-Med2024.07 | 79.8 | |
| VQTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 79.8 | |
| NormStudent=ResNet18, Teacher=Densenet1212024.07 | 79.31 | |
| Reprogramming DistillationStudent=ResNet18, Teacher=Densenet1212024.07 | 78.82 | |
| VPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 78.82 | |
| VQTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 78.82 | |
| AdaptFormerStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 78.82 | |
| DRDTeacher=RadImageNet 77.34, Student=ResNet182026.05 | 78.82 | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 78.72 | |
| SemCKDStudent=ResNet18, Teacher=Densenet1212024.07 | 77.83 | |
| CrdStudent=ResNet18, Teacher=Densenet1212024.07 | 77.83 | |
| MGDStudent=ResNet18, Teacher=Densenet1212024.07 | 77.83 | |
| MedCLIPZero-shot=true, Group=Paired Baseline2026.02 | 77.7 | |
| VIDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 77.34 | |
| VIDStudent=ResNet18, Teacher=Densenet1212024.07 | 77.34 | |
| MeLoStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 77.34 | |
| VPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 77.34 | |
| SemCKDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 76.85 | |
| VIDStudent=ResNet18, Teacher=LVM-Med2024.07 | 76.85 | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 76.71 | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 76.37 | |
| VPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 76.35 | |
| VQTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 76.35 | |
| MeLoStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 76.35 | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 76.26 | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 76.07 | |
| MGDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 75.86 | |
| CrdStudent=ResNet18, Teacher=LVM-Med2024.07 | 75.86 | |
| MeLoStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 75.86 | |
| LPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 75.85 | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 75.81 | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 75.65 | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 75.65 | |
| HintStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 75.37 | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 74.96 | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 74.93 | |
| CrdStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 74.88 | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 74.86 | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 74.69 | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 74.66 | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 74.65 | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 74.52 | |
| HintStudent=ResNet18, Teacher=Densenet1212024.07 | 73.89 | |
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 73.44 | |
| MGDStudent=ResNet18, Teacher=LVM-Med2024.07 | 73.4 | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 73.28 | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 72.79 | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 69.93 | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 69.89 | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 69.85 | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 69.57 | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 69.36 | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 68.56 | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 67.03 | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 66.77 | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 66.19 | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 65.91 | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 63.7 | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 62.32 | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 49.55 | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 48.68 | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 46.28 | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 43.8 |