Foreground Speech Detection on Social Interaction Sensing Dataset (ten-fold cross-validation)
85.51Balanced AccuracyMeta-learner (NearestCentroid)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Meta-learner (NearestCentroid)Algorithm=NearestCentroid, Validation Protocol=ten-fold cross-validation2026.02 | 85.51 | 80.21 | 84.86 | 86.16 | 82.14 | |
| Meta-learner (LinearSVC)Algorithm=LinearSVC, Validation Protocol=ten-fold cross-validation2026.02 | 83.38 | 82.36 | 75.75 | 91.01 | 82.85 | |
| Meta-learner (Logit)Algorithm=Logit, Validation Protocol=ten-fold cross-validation2026.02 | 82.5 | 82.79 | 73.01 | 92 | 82.65 | |
| Meta-learner (MLP)Algorithm=MLP, Validation Protocol=ten-fold cross-validation2026.02 | 82.15 | 83.24 | 71.67 | 92.64 | 82.67 | |
| Meta-learner (GradientBoost)Algorithm=GradientBoost, Validation Protocol=ten-fold cross-validation2026.02 | 82.03 | 83.26 | 71.35 | 92.72 | 82.61 | |
| Liang et al.Year=2023, Validation Protocol=leave-one-group-out2026.02 | 80.4 | — | — | — | 81.5 | |
| Ahmed et al.Year=20242026.02 | 80.3 | 73 | 85.3 | 75.2 | 74 | |
| Meta-learner (KNN)Algorithm=KNN, Validation Protocol=ten-fold cross-validation2026.02 | 79.95 | 81.04 | 68.23 | 91.67 | 80.47 | |
| Meta-learner (RandomForest)Algorithm=RandomForest, Validation Protocol=ten-fold cross-validation2026.02 | 79.7 | 81.04 | 67.58 | 91.82 | 80.33 | |
| Meta-learner (ExtraTrees)Algorithm=ExtraTrees, Validation Protocol=ten-fold cross-validation2026.02 | 79.21 | 80.42 | 66.94 | 91.47 | 79.78 | |
| Meta-learner (DecisionTree)Algorithm=DecisionTree, Validation Protocol=ten-fold cross-validation2026.02 | 76.03 | 75.98 | 63.5 | 88.56 | 76 |