A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models. - Reda Bensaid; Vincent Gripon; François Leduc-Primeau; Lukas Mauch; Ghouthi Boukli Hacene; Fabien Cardinaux (Trans. Mach. Learn. Res., 2025)