List your company
ResearchFormerly WizWand

Image Classification on BreastMNIST

93.7AccuracyHulu-Med
30.915247.215163.51579.8149Nov 25, 2022Jun 19, 2023Jan 12, 2024Aug 6, 2024Mar 1, 2025Sep 24, 2025Apr 19, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Hulu-MedCategory=Finetuned Medical MLLMs2026.0393.7
Clinician Mimetic WorkflowCategory=Proposed2026.0390.5
UniMed-CLIPEvaluation Protocol=FT2026.0490.35
Ultrasound-CLIPEvaluation Protocol=FT2026.0489.16
SigLIP2-BCategory=Supervised (Full-Tuning)2026.0389.1
SigLIPEvaluation Protocol=FT2026.0487.97
MetaCLIPEvaluation Protocol=FT2026.0486.78
BiomedCLIPEvaluation Protocol=FT2026.0485.79
ResNet50Category=Supervised (Full-Tuning)2026.0385.3
MoCoV3Backbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0485.26
CLIPEvaluation Protocol=FT2026.0485.16
AMIMV-SSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0484.61
SimCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0482.44
Ultrasound-CLIPEvaluation Protocol=LP2026.0482.33
PMC-CLIPEvaluation Protocol=FT2026.0481.89
ViT-BCategory=Supervised (Full-Tuning)2026.0381.4
Swin-BCategory=Supervised (Full-Tuning)2026.0380.8
BiomedGPTCategory=Finetuned Medical MLLMs2026.0379.7
Barlow TwinsBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0479.62
BiomedCLIPEvaluation Protocol=LP2026.0478.95
MedCLIPEvaluation Protocol=FT2026.0478.76
ConvNeXt-BCategory=Supervised (Full-Tuning)2026.0378.2
UniMed-CLIPEvaluation Protocol=LP2026.0478.01
GIF-SDBackbone=ResNet-50, Expansion Factor=5x2022.1177.4
GIF-SDBackbone=ResNet-50, Expansion Ratio=5x2022.1177.4
GIF-DALLEBackbone=ResNet-50, Expansion Factor=5x2022.1176.6
GIF-DALLEBackbone=ResNet-50, Expansion Ratio=5x2022.1176.6
SDBackbone=ResNet-50, Expansion Factor=5x2022.1173.8
SDBackbone=ResNet-50, Expansion Ratio=5x2022.1173.8
VICRegBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0473.46
GIF-MAEBackbone=ResNet-50, Expansion Factor=5x2022.1173.3
GIF-MAEBackbone=ResNet-50, Expansion Ratio=5x2022.1173.3
BYOLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0473.21
NNCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0473.08
ReSSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0472.44
GPT-5-miniCategory=General MLLMs2026.0371.8
MedGemmaCategory=Medical MLLMs2026.0371.2
DALL-E2Backbone=ResNet-50, Expansion Factor=5x2022.1170.8
DALL-E2Backbone=ResNet-50, Expansion Ratio=5x2022.1170.8
Gemini-3-flashCategory=General MLLMs2026.0370.5
DINOBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.0470.38
RandAugmentBackbone=ResNet-50, Expansion Ratio=5x2022.1168.7
CoCoOpTrain Params=44K2026.0467.31
GridMaskBackbone=ResNet-50, Expansion Ratio=5x2022.1166.8
CutoutBackbone=ResNet-50, Expansion Ratio=5x2022.1166.7
BioVLMTrain Params=30K2026.0465.6
MAEBackbone=ResNet-50, Expansion Factor=5x2022.1163.4
MAEBackbone=ResNet-50, Expansion Ratio=5x2022.1163.4
PMC-CLIPEvaluation Protocol=LP2026.0461.9
MaPLeTrain Params=5.3M2026.0461.36
CoOpTrain Params=3K2026.0460.9
KgCoOpTrain Params=3K2026.0460.9
SigLIPEvaluation Protocol=LP2026.0460.71
MedCLIPEvaluation Protocol=LP2026.0460.71
Distillation of CLIPBackbone=ResNet-502022.1160.2
TCPTrain Params=0.5M2026.0459.24
BiomedCoOpTrain Params=3K2026.0458.76
PromptSRCTrain Params=69K2026.0458.24
OriginalBackbone=ResNet-50, Expansion Factor=1x2022.1155.8
OriginalBackbone=ResNet-50, Expansion Ratio=1x2022.1155.8
SigLIPEvaluation Protocol=ZS2026.0454.3
CLIPBackbone=CLIP2022.1151.8
CLIPEvaluation Protocol=LP2026.0451.19
MetaCLIPEvaluation Protocol=LP2026.0451.19
PMC-CLIPEvaluation Protocol=ZS2026.0450.51
UniMed-CLIPEvaluation Protocol=ZS2026.0446.85
MetaCLIPEvaluation Protocol=ZS2026.0446.27
ProGradTrain Params=3K2026.0444.66
LLaVA-MedCategory=Medical MLLMs2026.0341.7
CLIPEvaluation Protocol=ZS2026.0439.84
MedCLIPEvaluation Protocol=ZS2026.0439.28
Ultrasound-CLIPEvaluation Protocol=ZS2026.0439.16
BiomedCLIPEvaluation Protocol=ZS2026.0435.79
BioMedCLIPTrain Params=02026.0433.33