2026-10-12T06:10:30Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33938009 2026-09-18T17:32:47Z category_272 category_39 category_734 portal_5 item_type_3 month_year_09_2026

<p>Leave-one-site-out (LOSO) validation of the operational configuration (SegFormer-B2). Each row corresponds to one site held out in its entirety as validation, with the model trained on the four remaining sites. and : number of patches. Epochs: training epochs completed before early stopping (patience 20, maximum 150).</p> Adrien Le Guillou (11387999) Manon Brehier (25073240) Jérôme Ammann (25073243) Xavier Dauvergne (10888650) Pierre Stéphan (7319153) Environmental Sciences not elsewhere classified Ecology Biological Sciences not elsewhere classified systematically detrimental across systematic ablation study operational coastal monitoring limited spatial extent likely reflects limitations div >< p %, enabling wall small geospatial datasets genuinely new sites three segmentation architectures removing elevation costs 810 patches derived 5 – 79 trained encoder rather three architectures sites resembling labelled datasets encoder freezing worst strategy within 2 variable estimate tversky loss target species structurally constrained strategy axes still needed spartina </ relative influence predictions agree photographically pre overlap accuracy manual photo invasive cordgrass heterogeneous modality fold estimate fold cross elevation data ecological irrelevance aerial colour 7 pts 3 ha 10 pts <p>Leave-one-site-out (LOSO) validation of the operational configuration (SegFormer-B2). Each row corresponds to one site held out in its entirety as validation, with the model trained on the four remaining sites. and : number of patches. Epochs: training epochs completed before early stopping (patience 20, maximum 150).</p> 2026-09-18T17:32:28Z Dataset Dataset 10.1371/journal.pone.0358464.t010 https://figshare.com/articles/dataset/_p_Leave-one-site-out_LOSO_validation_of_the_operational_configuration_SegFormer-B2_Each_row_corresponds_to_one_site_held_out_in_its_entirety_as_validation_with_the_model_trained_on_the_four_remaining_sites_and_number_of_patches_Epochs_trai/33938009 CC BY 4.0