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ResearchFormerly WizWand

Survival Prediction on KIRC TCGA

0.7615C-IndexMMP
-0.024220.1797650.383750.587735May 19, 2024Sep 19, 2024Jan 21, 2025May 25, 2025Sep 26, 2025Jan 28, 2026Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MMPInference-time modality=Multimodal inference: WSI+omics at test time2026.060.7615
PAMTInference-time modality=Multimodal inference: WSI+omics at test time2026.060.76
LD-CVAEInference-time modality=Multimodal inference: WSI+omics at test time2026.060.7592
MoPEInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.7547
DMMLtInference-time modality=Multimodal inference: WSI+omics at test time2026.060.7524
HMKGNvalidation=4-fold cross-validation2026.020.7486
GPNetInference-time modality=Gene-only inference2026.060.7453
G-HANetInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.7449
Shazam2025.030.742
PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.741
AttMIL-MoEInference-time modality=Histology-only inference2026.060.7364
MHIM-MILGCE=false, Cross-validation=5-fold2026.050.733
TransMIL-MoEInference-time modality=Histology-only inference2026.060.7325
MKDInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.7315
ResTopoMIL2026.050.7313
2DMambaMIL2026.050.7311
PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.73
DGR-MIL2026.050.7298
ILRA-MIL2026.050.7276
DeltaMILFeature Extractor=UNI [7]2025.120.7273
DeltaMILFeature Extractor=UNI2025.120.7273
MaxMILvalidation=4-fold cross-validation2026.020.7273
DAttentionvalidation=4-fold cross-validation2026.020.7266
ABMILGCE=false, Cross-validation=5-fold2026.050.724
ABMILFeature Extractor=UNI [7]2025.120.7233
ABMILFeature Extractor=UNI2025.120.7233
DMMLInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.7223
MambaMILvalidation=4-fold cross-validation2026.020.7192
Mean-PoolingFeature Extractor=UNI [7]2025.120.7187
Mean-PoolingFeature Extractor=UNI2025.120.7187
WiKGvalidation=4-fold cross-validation2026.020.7176
S4MILFeature Extractor=UNI [7]2025.120.7171
S4MILFeature Extractor=UNI2025.120.7171
MHIM-MIL2026.050.717
DeltaMILFeature Extractor=ResNet-502025.120.7166
PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.050.716
TDCInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.7156
DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.050.715
CLAM-SBGCE=false, Cross-validation=5-fold2026.050.715
MambaMILFeature Extractor=UNI [7]2025.120.7143
MambaMILFeature Extractor=UNI2025.120.7143
MeanMILvalidation=4-fold cross-validation2026.020.7131
Mamba2MILFeature Extractor=UNI [7]2025.120.7119
Mamba2MILFeature Extractor=UNI2025.120.7119
H-optimus-12025.030.71
OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.707
DTFD-MILGCE=false, Cross-validation=5-fold2026.050.707
H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.703
PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.703
Mamba2MILFeature Extractor=ResNet-502025.120.6976
AttMILInference-time modality=Histology-only inference2026.060.6963
MambaMILFeature Extractor=ResNet-502025.120.6958
TransMILFeature Extractor=UNI [7]2025.120.6945
TransMILFeature Extractor=UNI2025.120.6945
Virchow22025.030.694
Prov-Gigapath2025.030.689
SNNInference-time modality=Gene-only inference2026.060.6887
UNI 22025.030.687
DTFD-MILInference-time modality=Histology-only inference2026.060.6866
WIKGInference-time modality=Histology-only inference2026.060.6859
ABMILLearning Paradigm=Supervised, Features=UNI2024.050.684
HDMILGCE=false, Cross-validation=5-fold2026.050.682
IBMILGCE=false, Cross-validation=5-fold2026.050.68
Max-PoolingFeature Extractor=UNI [7]2025.120.6751
Max-PoolingFeature Extractor=UNI2025.120.6751
ABMILFeature Extractor=ResNet-502025.120.6737
TransMILLearning Paradigm=Supervised, Features=UNI2024.050.671
S4MILFeature Extractor=ResNet-502025.120.6696
TransMILGCE=false, Cross-validation=5-fold2026.050.669
DSMILGCE=false, Cross-validation=5-fold2026.050.667
CAMILGCE=false, Cross-validation=5-fold2026.050.665
Phikon-v22025.030.662
TransMILInference-time modality=Histology-only inference2026.060.6498
AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.050.649
ILRALearning Paradigm=Supervised, Features=UNI2024.050.637
TransMILFeature Extractor=ResNet-502025.120.6339
Mean-PoolingFeature Extractor=ResNet-502025.120.6334
Max-PoolingFeature Extractor=ResNet-502025.120.6235
DSMILFeature Extractor=UNI [7]2025.120.5994
DSMILFeature Extractor=UNI2025.120.5994
DSMILInference-time modality=Histology-only inference2026.060.5972
DSMILFeature Extractor=ResNet-502025.120.5956
CLAMFeature Extractor=ResNet-502025.120.5953
CLAMFeature Extractor=UNI [7]2025.120.5937
CLAMFeature Extractor=UNI2025.120.5937
DS-MIL2026.050.5832
CLAM-SB2026.050.5705
PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.57
AB-MIL2026.050.5694
TransMIL2026.050.5677
TransMILvalidation=4-fold cross-validation2026.020.5241
DSMILLearning Paradigm=Supervised, Features=UNI2024.050.5
ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.461
DSMILGCE=true, Cross-validation=5-fold2026.050.031
IBMILGCE=true, Cross-validation=5-fold2026.050.014
TransMILGCE=true, Cross-validation=5-fold2026.050.012
HDMILGCE=true, Cross-validation=5-fold2026.050.01
CLAM-SBGCE=true, Cross-validation=5-fold2026.050.008
DTFD-MILGCE=true, Cross-validation=5-fold2026.050.007
CAMILGCE=true, Cross-validation=5-fold2026.050.006