EDP Sciences logo
Subscriber Authentication Point
Search
Menu
Home All issues Volume 689 (September 2024) A&A, 689 (2024) A274 Full HTML
Open Access

Table 3

Classification metrics of the model on the complete test set for all galaxies corresponding to Fig. 8a.

Question Ntotal A P R F1 F1⋆$\[F_1^{\star}\]$
Smooth-or-featured 15 236 0.885 0.835 0.811 0.822 0.884
Disc-edge-on 986 0.982 0.963 0.957 0.960 0.982
Has-spiral-arms 764 0.916 0.584 0.725 0.614 0.935
10 746 0.965 0.864 0.936 0.896 0.966
Bar 974 0.878 0.822 0.744 0.774 0.869
Bulge-size 975 0.822 0.542 0.563 0.549 0.823
How-rounded 9915 0.874 0.872 0.868 0.869 0.874
Bulge-shape 84 0.893 0.866 0.875 0.870 0.894
Spiral-winding 746 0.709 0.683 0.672 0.677 0.709
Spiral-arm-count 745 0.678 0.450 0.353 0.375 0.653
Clumpy-appearance 2265 0.874 0.867 0.850 0.857 0.873
Clump-count 328 0.546 0.516 0.413 0.390 0.539
Galaxy-symmetrical 225 0.880 0.884 0.690 0.737 0.860
Clumps-embedded 226 0.850 0.791 0.819 0.803 0.853

Notes. Precision P, recall R, and F1-score are calculated using the unweighted average of all classes. We also show the weighted F1-score in the F1⋆$\[F_1^{\star}\]$ column. For ‘has-spiral-arms’, we also provide the metrics for finding spiral galaxies in the complete test set (printed in italic), corresponding to the confusion matrix in Fig. 9a.

Current usage metrics show cumulative count of Article Views (full-text article views including HTML views, PDF and ePub downloads, according to the available data) and Abstracts Views on Vision4Press platform.

Data correspond to usage on the plateform after 2015. The current usage metrics is available 48-96 hours after online publication and is updated daily on week days.

Initial download of the metrics may take a while.