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ResearchFormerly WizWand

Slide-level Classification on PANDA

67.2Balanced AccuracyUNI2-h
63.14464.19765.2566.303Jan 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
UNI2-hSize=682M, Input Embeddings=[CLS] tokens2025.0167.2——
H0-miniSize=86M, Input Embeddings=[CLS] tokens2025.0166.7——
GigapathSize=1,100M, Input Embeddings=[CLS] tokens2025.0166.4——
UNISize=307M, Input Embeddings=[CLS] tokens2025.0165.6——
GPFMSize=307M, Input Embeddings=[CLS] tokens2025.0164.7——
H0Size=1,100M, Input Embeddings=[CLS] tokens2025.0164.5——
Virchow2Size=632M, Input Embeddings=[CLS] tokens2025.0164.2——
PhikonSize=86M, Input Embeddings=[CLS] tokens2025.0164——
Kaiko B8Size=86M, Input Embeddings=[CLS] tokens2025.0163.8——
PhikonV2Size=307M, Input Embeddings=[CLS] tokens2025.0163.5——
Hibou L16Size=307M, Input Embeddings=[CLS] tokens2025.0163.3——
ABMILParams (M)=0.660, FLOPs (G)=1.312025.12—0.910.044
BayesMILParams (M)=1.32, FLOPs (G)=2.632025.12—0.9260.031
CAPRMIL +MeanParams (M)=0.314, FLOPs (G)=0.6282025.12—0.9440.021
CLAMParams (M)=0.920, FLOPs (G)=1.842025.12—0.9270.031
DGRMILParams (M)=4.34, FLOPs (G)=79.882025.12—0.9330.036
MeanParams (M)=0.130, FLOPs (G)=0.2602025.12—0.9240.035
SGPMILParams (M)=1.21, FLOPs (G)=2.442025.12—0.9550.028
TransMILParams (M)=2.67, FLOPs (G)=85.022025.12—0.9110.043