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ResearchFormerly WizWand

Medical Image Classification on COVID

90.47AccuracyLGDEA
41.933254.534167.13579.7359Jul 9, 2024Oct 31, 2024Feb 22, 2025Jun 16, 2025Oct 8, 2025Jan 30, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=10%2026.0290.47
LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=10%2026.0290.13
LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=5%2026.0288.77
MedAlignerZero-shot=true, Group=Paired Baseline2026.0288.2
AFLocZero-shot=true, Group=Paired Baseline2026.0287.8
GLoRIAZero-shot=true, Group=Paired Baseline2026.0287.77
LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=5%2026.0287.53
MGCAZero-shot=true, Group=Paired Baseline2026.0286.87
CARZeroZero-shot=true, Group=Paired Baseline2026.0286.8
PRIORZero-shot=true, Group=Paired Baseline2026.0286.27
RDStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0785.22
RDStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0784.24
CLEFTZero-shot=true, Group=Paired Baseline2026.0284.18
MedKLIPZero-shot=true, Group=Paired Baseline2026.0283.26
MAVLZero-shot=true, Group=Paired Baseline2026.0283.06
NormStudent=ResNet18, Teacher=LVM-Med2024.0782.27
Reprogramming DistillationStudent=ResNet18, Teacher=LVM-Med2024.0782.27
RDStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0782.27
DRDTeacher=LVM-Med 83.74, Student=ResNet182026.0582.27
LPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0781.77
Reprogramming DistillationStudent=ResNet18, Teacher=PMC-CLIP2024.0781.28
AdaptFormerStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0781.28
DRDTeacher=PMC-CLIP 78.82, Student=ResNet182026.0581.28
SemCKDStudent=ResNet18, Teacher=LVM-Med2024.0780.79
LPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0780.79
AdaptFormerStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0780.3
BioViLZero-shot=true, Group=Paired Baseline2026.0280.1
NormStudent=ResNet18, Teacher=PMC-CLIP2024.0779.8
HintStudent=ResNet18, Teacher=LVM-Med2024.0779.8
VQTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0779.8
NormStudent=ResNet18, Teacher=Densenet1212024.0779.31
Reprogramming DistillationStudent=ResNet18, Teacher=Densenet1212024.0778.82
VPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0778.82
VQTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0778.82
AdaptFormerStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0778.82
DRDTeacher=RadImageNet 77.34, Student=ResNet182026.0578.82
BiomedCoOpShots=16, Backbone=BiomedCLIP2026.0578.72
SemCKDStudent=ResNet18, Teacher=Densenet1212024.0777.83
CrdStudent=ResNet18, Teacher=Densenet1212024.0777.83
MGDStudent=ResNet18, Teacher=Densenet1212024.0777.83
MedCLIPZero-shot=true, Group=Paired Baseline2026.0277.7
VIDStudent=ResNet18, Teacher=PMC-CLIP2024.0777.34
VIDStudent=ResNet18, Teacher=Densenet1212024.0777.34
MeLoStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0777.34
VPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0777.34
SemCKDStudent=ResNet18, Teacher=PMC-CLIP2024.0776.85
VIDStudent=ResNet18, Teacher=LVM-Med2024.0776.85
CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.0576.71
CoOpShots=16, Backbone=BiomedCLIP2026.0576.37
VPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0776.35
VQTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0776.35
MeLoStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0776.35
BiomedCoOpShots=8, Backbone=BiomedCLIP2026.0576.26
TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.0576.07
MGDStudent=ResNet18, Teacher=PMC-CLIP2024.0775.86
CrdStudent=ResNet18, Teacher=LVM-Med2024.0775.86
MeLoStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0775.86
LPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0775.85
CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.0575.81
KgCoOpShots=16, Backbone=BiomedCLIP2026.0575.65
GDAShots=16, Backbone=BiomedCLIP2026.0575.65
HintStudent=ResNet18, Teacher=PMC-CLIP2024.0775.37
GDAShots=8, Backbone=BiomedCLIP2026.0574.96
ProGradShots=16, Backbone=BiomedCLIP2026.0574.93
CrdStudent=ResNet18, Teacher=PMC-CLIP2024.0774.88
KgCoOpShots=8, Backbone=BiomedCLIP2026.0574.86
Evi-SteerShots=8, Backbone=BiomedCLIP2026.0574.69
CoOpShots=8, Backbone=BiomedCLIP2026.0574.66
ProGradShots=8, Backbone=BiomedCLIP2026.0574.65
CoCoOpShots=16, Backbone=BiomedCLIP2026.0574.52
HintStudent=ResNet18, Teacher=Densenet1212024.0773.89
Evi-SteerShots=16, Backbone=BiomedCLIP2026.0573.44
MGDStudent=ResNet18, Teacher=LVM-Med2024.0773.4
BiomedCoOpShots=4, Backbone=BiomedCLIP2026.0573.28
LP++Shots=16, Backbone=BiomedCLIP2026.0572.79
Evi-SteerShots=4, Backbone=BiomedCLIP2026.0569.93
TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.0569.89
CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.0569.85
TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.0569.57
CoCoOpShots=8, Backbone=BiomedCLIP2026.0569.36
ProGradShots=4, Backbone=BiomedCLIP2026.0568.56
CoOpShots=4, Backbone=BiomedCLIP2026.0567.03
GDAShots=4, Backbone=BiomedCLIP2026.0566.77
LP++Shots=8, Backbone=BiomedCLIP2026.0566.19
KgCoOpShots=4, Backbone=BiomedCLIP2026.0565.91
CoCoOpShots=4, Backbone=BiomedCLIP2026.0563.7
LP++Shots=4, Backbone=BiomedCLIP2026.0562.32
CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.0549.55
CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.0548.68
CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.0546.28
BiomedCLIPShots=0, Backbone=BiomedCLIP2026.0543.8