Image Classification on BreastMNIST
93.7AccuracyHulu-Med
Evaluation Results
| Method | Links | |
|---|---|---|
| Hulu-MedCategory=Finetuned Medical MLLMs2026.03 | 93.7 | |
| Clinician Mimetic WorkflowCategory=Proposed2026.03 | 90.5 | |
| UniMed-CLIPEvaluation Protocol=FT2026.04 | 90.35 | |
| Ultrasound-CLIPEvaluation Protocol=FT2026.04 | 89.16 | |
| SigLIP2-BCategory=Supervised (Full-Tuning)2026.03 | 89.1 | |
| SigLIPEvaluation Protocol=FT2026.04 | 87.97 | |
| MetaCLIPEvaluation Protocol=FT2026.04 | 86.78 | |
| BiomedCLIPEvaluation Protocol=FT2026.04 | 85.79 | |
| ResNet50Category=Supervised (Full-Tuning)2026.03 | 85.3 | |
| MoCoV3Backbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 85.26 | |
| CLIPEvaluation Protocol=FT2026.04 | 85.16 | |
| AMIMV-SSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 84.61 | |
| SimCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 82.44 | |
| Ultrasound-CLIPEvaluation Protocol=LP2026.04 | 82.33 | |
| PMC-CLIPEvaluation Protocol=FT2026.04 | 81.89 | |
| ViT-BCategory=Supervised (Full-Tuning)2026.03 | 81.4 | |
| Swin-BCategory=Supervised (Full-Tuning)2026.03 | 80.8 | |
| BiomedGPTCategory=Finetuned Medical MLLMs2026.03 | 79.7 | |
| Barlow TwinsBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 79.62 | |
| BiomedCLIPEvaluation Protocol=LP2026.04 | 78.95 | |
| MedCLIPEvaluation Protocol=FT2026.04 | 78.76 | |
| ConvNeXt-BCategory=Supervised (Full-Tuning)2026.03 | 78.2 | |
| UniMed-CLIPEvaluation Protocol=LP2026.04 | 78.01 | |
| GIF-SDBackbone=ResNet-50, Expansion Factor=5x2022.11 | 77.4 | |
| GIF-SDBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 77.4 | |
| GIF-DALLEBackbone=ResNet-50, Expansion Factor=5x2022.11 | 76.6 | |
| GIF-DALLEBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 76.6 | |
| SDBackbone=ResNet-50, Expansion Factor=5x2022.11 | 73.8 | |
| SDBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 73.8 | |
| VICRegBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 73.46 | |
| GIF-MAEBackbone=ResNet-50, Expansion Factor=5x2022.11 | 73.3 | |
| GIF-MAEBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 73.3 | |
| BYOLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 73.21 | |
| NNCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 73.08 | |
| ReSSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 72.44 | |
| GPT-5-miniCategory=General MLLMs2026.03 | 71.8 | |
| MedGemmaCategory=Medical MLLMs2026.03 | 71.2 | |
| DALL-E2Backbone=ResNet-50, Expansion Factor=5x2022.11 | 70.8 | |
| DALL-E2Backbone=ResNet-50, Expansion Ratio=5x2022.11 | 70.8 | |
| Gemini-3-flashCategory=General MLLMs2026.03 | 70.5 | |
| DINOBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 70.38 | |
| RandAugmentBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 68.7 | |
| CoCoOpTrain Params=44K2026.04 | 67.31 | |
| GridMaskBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 66.8 | |
| CutoutBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 66.7 | |
| BioVLMTrain Params=30K2026.04 | 65.6 | |
| MAEBackbone=ResNet-50, Expansion Factor=5x2022.11 | 63.4 | |
| MAEBackbone=ResNet-50, Expansion Ratio=5x2022.11 | 63.4 | |
| PMC-CLIPEvaluation Protocol=LP2026.04 | 61.9 | |
| MaPLeTrain Params=5.3M2026.04 | 61.36 | |
| CoOpTrain Params=3K2026.04 | 60.9 | |
| KgCoOpTrain Params=3K2026.04 | 60.9 | |
| SigLIPEvaluation Protocol=LP2026.04 | 60.71 | |
| MedCLIPEvaluation Protocol=LP2026.04 | 60.71 | |
| Distillation of CLIPBackbone=ResNet-502022.11 | 60.2 | |
| TCPTrain Params=0.5M2026.04 | 59.24 | |
| BiomedCoOpTrain Params=3K2026.04 | 58.76 | |
| PromptSRCTrain Params=69K2026.04 | 58.24 | |
| OriginalBackbone=ResNet-50, Expansion Factor=1x2022.11 | 55.8 | |
| OriginalBackbone=ResNet-50, Expansion Ratio=1x2022.11 | 55.8 | |
| SigLIPEvaluation Protocol=ZS2026.04 | 54.3 | |
| CLIPBackbone=CLIP2022.11 | 51.8 | |
| CLIPEvaluation Protocol=LP2026.04 | 51.19 | |
| MetaCLIPEvaluation Protocol=LP2026.04 | 51.19 | |
| PMC-CLIPEvaluation Protocol=ZS2026.04 | 50.51 | |
| UniMed-CLIPEvaluation Protocol=ZS2026.04 | 46.85 | |
| MetaCLIPEvaluation Protocol=ZS2026.04 | 46.27 | |
| ProGradTrain Params=3K2026.04 | 44.66 | |
| LLaVA-MedCategory=Medical MLLMs2026.03 | 41.7 | |
| CLIPEvaluation Protocol=ZS2026.04 | 39.84 | |
| MedCLIPEvaluation Protocol=ZS2026.04 | 39.28 | |
| Ultrasound-CLIPEvaluation Protocol=ZS2026.04 | 39.16 | |
| BiomedCLIPEvaluation Protocol=ZS2026.04 | 35.79 | |
| BioMedCLIPTrain Params=02026.04 | 33.33 |