List your company
ResearchFormerly WizWand

Voice Classification on HC/PD/ALS Voice Cohort (Internal)

0.5462Balanced AccuracyCORAL
0.3197920.3785710.437350.496129Feb 20, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CORALSegment Length=4.0 s, Loss Function=CE+PN2026.020.54620.36
Partial CDANSegment Length=4.0 s, Loss Function=CE2026.020.53790.28
XGBoost (eG)Segment Length=4.0 s, Loss Function=CE+PN2026.020.52380.24
FairPDASegment Length=2.0 s, Loss Function=CE+PN2026.020.52270.28
CORALSegment Length=4.0 s, Loss Function=CE2026.020.52090.35
ECAPA–TDNNSegment Length=4.0 s, Loss Function=CE2026.020.51680.28
MixStyleSegment Length=4.0 s, Loss Function=CE+PN2026.020.51660.3
SVM (eG)Segment Length=4.0 s, Loss Function=CE+PN2026.020.51560.24
SVM (MFCC)Segment Length=2.0 s, Loss Function=CE+PN2026.020.51370.21
ECAPA–TDNNSegment Length=2.0 s, Loss Function=CE+PN2026.020.51370.28
MixStyleSegment Length=4.0 s, Loss Function=CE2026.020.5120.26
CDANSegment Length=4.0 s, Loss Function=CE+PN2026.020.51090.27
FairPDASegment Length=4.0 s, Loss Function=CE+PN2026.020.50910.26
ResNet-18Segment Length=2.0 s, Loss Function=CE+PN2026.020.50810.29
FairPDASegment Length=4.0 s, Loss Function=CE2026.020.50370.29
DANNSegment Length=2.0 s, Loss Function=CE+PN2026.020.49820.26
XGBoost (MFCC)Segment Length=4.0 s, Loss Function=CE+PN2026.020.49350.22
CDANSegment Length=4.0 s, Loss Function=CE2026.020.49160.29
ECAPA–TDNNSegment Length=4.0 s, Loss Function=CE+PN2026.020.48870.28
Partial CDANSegment Length=4.0 s, Loss Function=CE+PN2026.020.48680.28
Partial CDANSegment Length=2.0 s, Loss Function=CE+PN2026.020.4850.28
ResNet-18Segment Length=4.0 s, Loss Function=CE2026.020.48210.32
DANNSegment Length=4.0 s, Loss Function=CE2026.020.47340.25
FairPDASegment Length=2.0 s, Loss Function=CE2026.020.46990.22
XGBoost (eG)Segment Length=4.0 s, Loss Function=CE2026.020.46570.32
XGBoost (eG)Segment Length=2.0 s, Loss Function=CE2026.020.46530.32
ECAPA–TDNNSegment Length=2.0 s, Loss Function=CE2026.020.46520.24
ResNet-18Segment Length=4.0 s, Loss Function=CE+PN2026.020.46350.31
DANNSegment Length=4.0 s, Loss Function=CE+PN2026.020.4620.26
CORALSegment Length=2.0 s, Loss Function=CE+PN2026.020.45970.36
XGBoost (eG)Segment Length=2.0 s, Loss Function=CE+PN2026.020.45780.24
ResNet-18Segment Length=2.0 s, Loss Function=CE2026.020.45660.26
CDANSegment Length=2.0 s, Loss Function=CE+PN2026.020.45530.23
DANNSegment Length=2.0 s, Loss Function=CE2026.020.45420.25
XGBoost (MFCC)Segment Length=4.0 s, Loss Function=CE2026.020.450.23
Wav2Vec 2.0Segment Length=2.0 s, Loss Function=CE+PN2026.020.44770.14
XGBoost (MFCC)Segment Length=2.0 s, Loss Function=CE+PN2026.020.44340.22
MixStyleSegment Length=2.0 s, Loss Function=CE2026.020.44020.21
XGBoost (MFCC)Segment Length=2.0 s, Loss Function=CE2026.020.4390.22
CORALSegment Length=2.0 s, Loss Function=CE2026.020.43790.38
SVM (MFCC)Segment Length=4.0 s, Loss Function=CE2026.020.43670.23
Partial CDANSegment Length=2.0 s, Loss Function=CE2026.020.42680.2
SVM (eG)Segment Length=4.0 s, Loss Function=CE2026.020.42520.24
MixStyleSegment Length=2.0 s, Loss Function=CE+PN2026.020.42290.22
SVM (MFCC)Segment Length=4.0 s, Loss Function=CE+PN2026.020.4210.24
SVM (MFCC)Segment Length=2.0 s, Loss Function=CE2026.020.41670.22
SVM (eG)Segment Length=2.0 s, Loss Function=CE2026.020.41650.23
SVM (eG)Segment Length=2.0 s, Loss Function=CE+PN2026.020.41460.23
CDANSegment Length=2.0 s, Loss Function=CE2026.020.40380.18
Wav2Vec 2.0Segment Length=2.0 s, Loss Function=CE2026.020.37560.14
Wav2Vec 2.0Segment Length=4.0 s, Loss Function=CE2026.020.33530.1
Wav2Vec 2.0Segment Length=4.0 s, Loss Function=CE+PN2026.020.32850.09