Taxonomic hierarchical loss function for enhanced crop and weed phenotyping in multi-task semantic segmentation

Taxonomic hierarchical loss function for enhanced crop and weed phenotyping in multi-task semantic segmentation

Herbicide research and development necessitate specific trials to monitor the effects of various herbicide formulations, quantities, and protocols on different plant species and growth stages. These trials are necessary to ensure the safety and efficacy of the developed products. Currently, these te...

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Main Authors: Artzai Picon, Daniel Mugica, Itziar Eguskiza, Arantza Bereciartua-Perez, Javier Romero, Carlos Javier Jimenez, Christian Klukas, Laura Gomez-Zamanillo, Till Eggers, Ramon Navarra-Mestre
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Smart Agricultural Technology
Subjects:
Taxonomic hierarchical loss
Plant species and damage segmentation
Precision agriculture
Precise phenotyping
Deep learning
Online Access:http://www.sciencedirect.com/science/article/pii/S2772375524003654
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