Ranking of the different parametrisations of the full-frame and annular versions of the auto-RSM along the original RSM and baseline presented in Cantalloube et al. (2020). Panel a provides the ranking based on the F1 score obtained at the selected threshold. Panel b gives the ranking based on the AUC of the TPR. Panel c gives the ranking based on the AUC of the FPR, while panel d provides the ranking based on the AUC of the FDR. FF stands for full-frame, A for annular, AFF for annular full-frame (annular approach used to optimise the PSF-subtraction parameters and full-frame approach used for the RSM parameter optimisation and the selection of the optimal set of cubes of likelihoods), and BU, TD, F, and FB as explained in Sect. 4.3.1. The light, medium, and dark colours correspond to VLT/SPHERE-IRDIS, Keck/NIRC2, and LBT/LMIRCam data sets, respectively.