Multi-class Classification on Vehicle
83.7F1-scoreCPSQSVM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CPSQSVMEvaluation Protocol=5-fold cross-validation2026.02 | 83.7 | — | — | — | 83.71 | |
| MDGP-Forestvalidation=5-fold cross-validation2026.02 | 81.03 | — | — | 87.32 | — | |
| SVM-E-EVRSEvaluation Protocol=5-fold cross-validation2026.02 | 77.9 | — | — | 84.5 | — | |
| DT-E-EVRSEvaluation Protocol=5-fold cross-validation2026.02 | 77.1 | — | — | 74.5 | — | |
| IMOVNO+validation=5-fold cross-validation2026.02 | 77 | 82.84 | 79.41 | 70.59 | — | |
| IMOVNO+Validation=5-fold cross-validation2026.02 | 77 | 82.84 | 79.41 | 70.59 | — | |
| IMOVNO+Binarization=true, Cross-validation=5-fold2026.02 | 77 | 82.84 | 79.41 | 70.59 | — | |
| IMOVNO+Evaluation Protocol=5-fold cross-validation2026.02 | 77 | — | — | 70.59 | 79.42 | |
| IMOVNO+Strategy=Binarization, Validation=5-fold cross-validation2026.02 | 77 | 82.84 | 79.41 | 70.59 | — | |
| OVO-ISMOTEBinarization=true, Cross-validation=5-fold2026.02 | 74.94 | 74.8 | 75.58 | 72.06 | — | |
| OVO-ISMOTEStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 74.94 | 74.8 | 75.58 | 72.06 | — | |
| FEHCvalidation=5-fold cross-validation2026.02 | 73.5 | 73.24 | 74.54 | — | — | |
| OVO-HSCFBinarization=true, Cross-validation=5-fold2026.02 | 70.41 | 70.9 | 70.4 | 67.66 | — | |
| OVO-HSCFStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 70.41 | 70.9 | 70.4 | 67.66 | — | |
| GDHSvalidation=5-fold cross-validation2026.02 | 68.85 | 68.93 | 69.12 | 65.76 | — | |
| SMOTE-CDNNValidation=5-fold cross-validation2026.02 | 65.19 | 66.75 | 68.09 | 61.19 | — | |
| ECDNNValidation=5-fold cross-validation2026.02 | 63.74 | 63.41 | 65.14 | 59.68 | — | |
| SAMME.C2Validation=5-fold cross-validation2026.02 | 62 | 64.48 | 61.63 | 56.83 | — | |
| OVO-GDDSADBinarization=true, Cross-validation=5-fold2026.02 | 42.17 | 42.77 | 44.88 | 34.51 | — | |
| OVO-GDDSADStrategy=Binarization, Validation=5-fold cross-validation2026.02 | 42.17 | 42.77 | 44.88 | 34.51 | — |