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ResearchFormerly WizWand

Patch-Level Classification on Private-Breast (5-Fold CV)

88.57Macro F1 ScorePathDino
7.03428.20249.3770.538Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PathDinoPre-training Domain=Histopathology Data, Architecture=Transformer, Resolution=5122023.1188.57
PathDino-512Resolution=512, Evaluation Protocol=5-fold CV2023.1188.57
iBOT-PathPre-training Domain=Histopathology Data, Architecture=Transformer2023.1185.12
iBOT-PathEvaluation Protocol=5-fold CV2023.1185.12
SwAV-ResNet50Pre-training Domain=Histopathology Data, Architecture=CNN-based2023.1178.23
PathDinoPre-training Domain=Histopathology Data, Architecture=Transformer, Resolution=2242023.1178.06
PathDino-224Resolution=224, Evaluation Protocol=5-fold CV2023.1178.06
DinoSSLPathology-8Pre-training Domain=Histopathology Data, Architecture=Transformer2023.1177.59
DinoSSLPathology-8Evaluation Protocol=5-fold CV2023.1177.59
KimiaNetPre-training Domain=Histopathology Data, Architecture=CNN-based2023.1176.01
MoCoV2-ResNet50Pre-training Domain=Histopathology Data, Architecture=CNN-based2023.1173.11
Barlow-Twins-ResNet50Pre-training Domain=Histopathology Data, Architecture=CNN-based2023.1170.94
ConvNext-xlargePre-training Domain=Natural Data, Architecture=CNN-based2023.1170.72
EfficientNet-b5Pre-training Domain=Natural Data, Architecture=CNN-based2023.1170.41
ConvNext-b-224Pre-training Domain=Natural Data, Architecture=CNN-based, Resolution=2242023.1165.02
DinoV1-ViT-b16Pre-training Domain=Natural Data, Architecture=Transformer2023.1162.8
DinoV1-ViT-s16Pre-training Domain=Natural Data, Architecture=Transformer2023.1160.57
ResNet50Pre-training Domain=Natural Data, Architecture=CNN-based2023.1155.8
MuDiPath-DenseNet-101Pre-training Domain=Histopathology Data, Architecture=CNN-based2023.1152.62
DenseNet121Pre-training Domain=Natural Data, Architecture=CNN-based2023.1151.84
EfficientNet-b3-288Pre-training Domain=Natural Data, Architecture=CNN-based, Resolution=2882023.1151.17
DinoV2-ViT-b14Pre-training Domain=Natural Data, Architecture=Transformer2023.1151.16
CLIP - ViT-B/16Pre-training Domain=Natural Data, Architecture=Transformer2023.1148.56
PLIPPre-training Domain=Histopathology Data, Architecture=Transformer2023.1146.07
PLIPEvaluation Protocol=5-fold CV2023.1146.07
MuDiPath-ResNet50Pre-training Domain=Histopathology Data, Architecture=CNN-based2023.1145.79
ViT-b16-224Pre-training Domain=Natural Data, Architecture=Transformer, Resolution=2242023.1143.44
HIPT-ViT-s16Pre-training Domain=Histopathology Data, Architecture=Transformer2023.1143.08
HIPT-ViT-s16Evaluation Protocol=5-fold CV2023.1143.08
BiomedCLIPPre-training Domain=Histopathology Data, Architecture=Transformer2023.1138.82
BiomedCLIPEvaluation Protocol=5-fold CV2023.1138.82
TransPathPre-training Domain=Histopathology Data, Architecture=Transformer2023.1110.17