Hemisphere Classification on Necker cube

100ROC AUCRandom Forest

Evaluation Results

Method
Random Forest2025.09	100	98	95	100	98	96	100	96
Random Forest2025.09	100	98	95	100	98	96	100	96
Random Forest2025.09	100	94	88	100	93	88	100	87
Random Forest2025.09	100	98	100	95	98	100	95	96
Random Forest2025.09	100	94	88	100	93	88	100	87
SVM (Linear)2025.09	100	98	100	95	98	100	95	96
SVM (Linear)2025.09	100	100	100	100	100	100	100	100
SVM (Linear)2025.09	100	100	100	100	100	100	100	100
SVM (Linear)2025.09	100	100	100	100	100	100	100	100
SVM (Linear)2025.09	100	98	95	100	98	96	100	96
SVM (RBF)2025.09	99	94	95	90	93	96	90	87
SVM (RBF)2025.09	99	96	95	95	95	96	95	91
SVM (RBF)2025.09	99	100	100	100	100	100	100	100
SVM (RBF)2025.09	99	98	95	100	98	96	100	96
SVM (RBF)2025.09	99	96	91	100	95	92	100	91
Small machine learning model2025.09	98.3	—	—	—	—	—	—	—
Big machine learning model2025.09	98.15	—	—	—	—	—	—	—
Deep Neural Network (RMSprop)2025.09	98	91	95	86	90	96	86	83
Deep Neural Network (RMSprop)2025.09	98	98	95	100	98	96	100	96
Deep Neural Network (RMSprop)2025.09	98	98	100	95	98	100	95	96
Deep Neural Network (RMSprop)2025.09	98	100	100	100	100	100	100	100
Deep Neural Network (RMSprop)2025.09	98	96	95	95	95	96	95	91
Small machine learning model2025.09	97.94	—	—	—	—	—	—	—
Big machine learning model2025.09	97.21	—	—	—	—	—	—	—
Small machine learning model2025.09	96.92	—	—	—	—	—	—	—
Small machine learning model2025.09	96.44	—	—	—	—	—	—	—
Small machine learning model2025.09	95.68	—	—	—	—	—	—	—
Big machine learning model2025.09	95.1	—	—	—	—	—	—	—
Big machine learning model2025.09	94.74	—	—	—	—	—	—	—
Convolutional Neural Network (CNN)2025.09	94.1	—	—	—	—	—	—	—
Big machine learning model2025.09	93.01	—	—	—	—	—	—	—
Convolutional Neural Network (CNN)2025.09	91.98	—	—	—	—	—	—	—
Convolutional Neural Network (CNN)2025.09	89.65	—	—	—	—	—	—	—
Convolutional Neural Network (CNN)2025.09	88.37	—	—	—	—	—	—	—
Convolutional Neural Network (CNN)2025.09	86.95	—	—	—	—	—	—	—