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ResearchFormerly WizWand

Patch-Level Classification on Private-Breast

89.92AccuracyPathDino-512
17.32836.17455.0273.866Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PathDino-512Pre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation, Input Resolution=512x5122023.1189.92
iBOT-PathPre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1186.92
DinoSSLPathology-8Pre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1181.06
MoCoV2-ResNet50Pre-training Domain=Histopathology Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1179.59
PathDino-224Pre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation, Input Resolution=224x2242023.1179.24
KimiaNetPre-training Domain=Histopathology Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1177.03
ConvNext-xlargePre-training Domain=Natural Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1176.88
Barlow-Twins-ResNet50Pre-training Domain=Histopathology Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1176.15
EfficientNet-b5Pre-training Domain=Natural Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1175.31
ConvNext-b-224Pre-training Domain=Natural Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation, Input Resolution=224x2242023.1173.24
DinoV1-ViT-b16Pre-training Domain=Natural Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1167.54
DinoV1-ViT-s16Pre-training Domain=Natural Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1166.85
ResNet50Pre-training Domain=Natural Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1162.86
DinoV2-ViT-b14Pre-training Domain=Natural Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1159.91
EfficientNet-b3-288Pre-training Domain=Natural Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation, Input Resolution=288x2882023.1157.99
DenseNet121Pre-training Domain=Natural Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1157.75
PLIPPre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1156.66
CLIP - ViT-B/16Pre-training Domain=Natural Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1155.04
MuDiPath-DenseNet-101Pre-training Domain=Histopathology Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1154.06
ViT-b16-224Pre-training Domain=Natural Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation, Input Resolution=224x2242023.1153.27
MuDiPath-ResNet50Pre-training Domain=Histopathology Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.1153.08
HIPT-ViT-s16Pre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1153.07
BiomedCLIPPre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1150.76
TransPathPre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation2023.1120.12