Out-of-Distribution Detection on African Big Five (test)

0.824AUROCGROOD

Evaluation Results

Method
GROOD2025.06	0.824	0.889	0.682	0.322
NCM Agreement Score*2025.06	0.801	0.858	0.7	0.408
Center Loss2025.06	0.762	0.807	0.745	0.446
EnergyBased2025.06	0.751	0.725	0.705	0.465
MaxLogit2025.06	0.75	0.701	0.7	0.463
DICE2025.06	0.749	0.727	0.696	0.465
Entropy2025.06	0.747	0.748	0.674	0.395
MaxSoftmax2025.06	0.744	0.747	0.669	0.408
KNN2025.06	0.737	0.797	0.632	0.441
ReAct2025.06	0.732	0.733	0.667	0.469
OpenMax2025.06	0.724	0.719	0.663	0.46
Contrastive Agreement Score*2025.06	0.702	0.712	0.653	0.5
ReAct2025.06	0.695	0.681	0.658	0.476
EnergyBased2025.06	0.694	0.679	0.625	0.48
GROOD2025.06	0.693	0.573	0.764	0.411
NCM Agreement2025.06	0.693	0.809	0.734	0.306
MaxLogit2025.06	0.683	0.675	0.635	0.478
DICE2025.06	0.681	0.67	0.643	0.483
OpenMax2025.06	0.663	0.673	0.679	0.459
KNN2025.06	0.659	0.721	0.584	0.517
NCM Agreement Score*2025.06	0.651	0.676	0.554	0.475
Center Loss2025.06	0.647	0.714	0.709	0.451
MaxSoftmax2025.06	0.635	0.658	0.539	0.444
Entropy2025.06	0.635	0.659	0.536	0.438
Contrastive Loss2025.06	0.634	0.792	0.683	0.367
Contrastive Agreement Score*2025.06	0.62	0.624	0.571	0.5
KNN2025.06	0.607	0.656	0.555	0.497
Deep SVDD2025.06	0.597	0.634	0.559	0.499
GROOD2025.06	0.597	0.645	0.515	0.461
Deep SVDD2025.06	0.596	0.642	0.548	0.499
NCM Agreement2025.06	0.594	0.747	0.642	0.406
Contrastive Agreement Score*2025.06	0.588	0.63	0.518	0.5
Contrastive Loss2025.06	0.58	0.751	0.619	0.42
KNN2025.06	0.557	0.619	0.482	0.498
MaxSoftmax2025.06	0.556	0.609	0.481	0.474
Entropy2025.06	0.555	0.609	0.478	0.476
Contrastive Agreement Score*2025.06	0.553	0.604	0.478	0.48
Contrastive Loss2025.06	0.547	0.725	0.591	0.453
Contrastive Loss2025.06	0.546	0.698	0.621	0.454
GROOD2025.06	0.544	0.603	0.469	0.482
NCM Agreement Score*2025.06	0.542	0.597	0.477	0.49
MaxLogit2025.06	0.541	0.591	0.472	0.496
Temp’Scaling2025.06	0.54	0.582	0.464	0.496
EnergyBased2025.06	0.537	0.587	0.48	0.499
MaxLogit2025.06	0.536	0.589	0.478	0.499
ReAct2025.06	0.534	0.584	0.466	0.497
ReAct2025.06	0.533	0.584	0.477	0.499
NCM Agreement Score*2025.06	0.532	0.587	0.467	0.492
EnergyBased2025.06	0.531	0.585	0.463	0.497
Center Loss2025.06	0.531	0.627	0.712	0.497
NCM Agreement2025.06	0.531	0.673	0.629	0.469
OpenMax2025.06	0.53	0.579	0.566	0.498
SHE2025.06	0.528	0.778	0.469	0.498
DICE2025.06	0.528	0.58	0.467	0.498
OpenMax2025.06	0.526	0.574	0.473	0.497
SHE2025.06	0.526	0.771	0.454	0.498
Entropy2025.06	0.525	0.585	0.463	0.493
MaxSoftmax2025.06	0.523	0.59	0.458	0.492
DICE2025.06	0.518	0.573	0.463	0.497
NCM Agreement2025.06	0.518	0.654	0.632	0.482
Center Loss2025.06	0.514	0.582	0.688	0.491
Deep SVDD2025.06	0.503	0.563	0.441	0.5
SHE2025.06	0.5	0.779	0.721	0.502
Deep SVDD2025.06	0.5	0.779	0.571	0.5
SHE2025.06	0.494	0.777	0.412	0.424
Temp’Scaling2025.06	0.478	0.55	0.42	0.5
Temp’Scaling2025.06	0.475	0.564	0.444	0.5
Temp’Scaling2025.06	0.445	0.52	0.417	0.454