The integration of artificial intelligence (AI). particularly convolutional neural networks (CNNs). into ecological research presents new opportunities for the automated analysis of image-based data. This study explores the practical application of CNNs for ecological image analysis by trialling annotation to different levels of taxonomic classification to determine their impact on mo... https://www.espumasyterciopelo.com/product-category/swirl-decorations/