Classification on COIL-20
1AccuracyCAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CAEm=300, runs=102023.05 | 1 | — | — | — | |
| DUFSm=300, runs=102023.05 | 1 | — | — | — | |
| WASTm=200, runs=102023.05 | 1 | — | — | — | |
| AEFSm=300, runs=102023.05 | 1 | — | — | — | |
| RSRm=200, runs=102023.05 | 1 | — | — | — | |
| UDFSm=300, runs=102023.05 | 1 | — | — | — | |
| UFSm=200, runs=102023.05 | 1 | — | — | — | |
| AllFearuns=102023.05 | 1 | — | — | — | |
| CAE2023.05 | 1 | — | — | — | |
| DUFS2023.05 | 1 | — | — | — | |
| WAST2023.05 | 1 | — | — | — | |
| AEFS2023.05 | 1 | — | — | — | |
| RSR2023.05 | 1 | — | — | — | |
| UDFS2023.05 | 1 | — | — | — | |
| UFS2023.05 | 1 | — | — | — | |
| AllFea2023.05 | 1 | — | — | — | |
| FCAENumber of selected features=502020.12 | 0.997 | — | — | — | |
| QuickSelectionNumber of selected features=50, Epochs=1002020.12 | 0.997 | — | — | — | |
| QuickSelectionNumber of selected features=50, Hyperparameter tuning=Grid search2020.12 | 0.997 | — | — | — | |
| CAENumber of selected features=502020.12 | 0.996 | — | — | — | |
| UDRN2022.07 | 0.994 | — | — | — | |
| AEFS2022.07 | 0.993 | — | — | — | |
| MCFSNumber of selected features=502020.12 | 0.992 | — | — | — | |
| DKLevaluation_protocol=five random seeds2026.05 | 0.99 | — | — | -0.09 | |
| SDR-GPevaluation_protocol=five random seeds2026.05 | 0.99 | — | — | -0.07 | |
| QuickSelectionNumber of selected features=50, Epochs=102020.12 | 0.988 | — | — | — | |
| IVFS2022.07 | 0.986 | — | — | — | |
| QS2022.07 | 0.98 | — | — | — | |
| LSm=300, runs=102023.05 | 0.98 | — | — | — | |
| LS2023.05 | 0.98 | — | — | — | |
| NCA-GPevaluation_protocol=five random seeds2026.05 | 0.98 | — | — | -0.15 | |
| FD-SVMnl/K=122026.04 | 0.978 | — | — | — | |
| CAE2022.07 | 0.977 | — | — | — | |
| BASELINE2020.12 | 0.972 | — | — | — | |
| KSPCA-GPevaluation_protocol=five random seeds2026.05 | 0.97 | — | — | -0.13 | |
| FD-SVMnl/K=82026.04 | 0.954 | — | — | — | |
| PMBOnl/K=122026.04 | 0.942 | — | — | — | |
| FD-wkNNnl/K=122026.04 | 0.941 | — | — | — | |
| t-SNEk=10, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.934 | — | — | — | |
| AEFSNumber of selected features=502020.12 | 0.93 | — | — | — | |
| PMBOnl/K=82026.04 | 0.922 | — | — | — | |
| UMAPk=10, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.921 | — | — | — | |
| FD-wkNNnl/K=82026.04 | 0.921 | — | — | — | |
| MPSLdimension_strategy=multi dimension, neighborhood_strategy=multi-k, aggregation_strategy=aggregation, dimensions_range=200-10002026.02 | 0.9167 | 0.9169 | 0.9149 | — | |
| FD-SVMnl/K=42026.04 | 0.91 | — | — | — | |
| MPSLdimension_strategy=single dimension, neighborhood_strategy=multi-k, aggregation_strategy=average, dimensions_range=200-10002026.02 | 0.9091 | 0.9093 | 0.9074 | — | |
| DLMEevaluation_protocol=linear SVM2022.07 | 0.909 | — | — | — | |
| UMAPk=20, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.907 | — | — | — | |
| UMAPk=40, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.904 | — | — | — | |
| t-SNEk=20, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.901 | — | — | — | |
| UMAPk=80, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.899 | — | — | — | |
| UDRNClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 0.898 | — | — | — | |
| LSNumber of selected features=502020.12 | 0.898 | — | — | — | |
| PMBOnl/K=42026.04 | 0.895 | — | — | — | |
| LargeVisk=10, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.888 | — | — | — | |
| FD-wkNNnl/K=42026.04 | 0.888 | — | — | — | |
| LargeVisk=20, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.87 | — | — | — | |
| t-SNEk=40, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.857 | — | — | — | |
| FAE2022.07 | 0.841 | — | — | — | |
| UMAPevaluation_protocol=linear SVM2022.07 | 0.834 | — | — | — | |
| LargeVisk=40, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.833 | — | — | — | |
| UMAP-GPevaluation_protocol=five random seeds2026.05 | 0.83 | — | — | -0.9 | |
| PHAevaluation_protocol=linear SVM2022.07 | 0.828 | — | — | — | |
| LargeVisk=80, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.803 | — | — | — | |
| UMAPk=160, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.803 | — | — | — | |
| tSNEevaluation_protocol=linear SVM2022.07 | 0.799 | — | — | — | |
| GRAEClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 0.799 | — | — | — | |
| UMAPClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 0.796 | — | — | — | |
| t-SNEk=80, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.789 | — | — | — | |
| tSNEClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 0.781 | — | — | — | |
| naive-kNNnl/K=122026.04 | 0.777 | — | — | — | |
| PUMevaluation_protocol=linear SVM2022.07 | 0.774 | — | — | — | |
| GBCRnl/K=122026.04 | 0.769 | — | — | — | |
| naive-kNNnl/K=82026.04 | 0.763 | — | — | — | |
| GBCRnl/K=82026.04 | 0.749 | — | — | — | |
| naive-kNNnl/K=42026.04 | 0.718 | — | — | — | |
| GBCRnl/K=42026.04 | 0.715 | — | — | — | |
| PUMAPClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 0.689 | — | — | — | |
| ivisevaluation_protocol=linear SVM2022.07 | 0.672 | — | — | — | |
| PCAk=10, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.667 | — | — | — | |
| PCAk=20, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.663 | — | — | — | |
| Laplacian Eigenmapsk=10, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.629 | — | — | — | |
| PCAk=40, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.62 | — | — | — | |
| LargeVisk=160, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.616 | — | — | — | |
| t-SNEk=160, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.609 | — | — | — | |
| Laplacian Eigenmapsk=20, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.605 | — | — | — | |
| IVISClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 0.589 | — | — | — | |
| Laplacian Eigenmapsk=40, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.578 | — | — | — | |
| Laplacian Eigenmapsk=80, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.565 | — | — | — | |
| PCAk=80, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.531 | — | — | — | |
| Laplacian Eigenmapsk=160, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.446 | — | — | — | |
| PCAk=160, evaluation=10-fold cross-validation, classifier=kNN2018.02 | 0.375 | — | — | — | |
| PCAaggregation=average, dimensions_range=200-10002026.02 | 0.3675 | 0.3675 | 0.3682 | — | |
| MCFS2022.07 | 0.34 | — | — | — | |
| LS2022.07 | 0.21 | — | — | — | |
| NDFS2022.07 | 0.081 | — | — | — |