3 papers
cs.CV2025
PSMamba: Progressive Self-supervised Vision Mamba for Plant Disease Recognition
Abdullah Al Mamun, Miaohua Zhang, David Ahmedt-Aristizabal +2
Self-supervised Learning (SSL) has become a powerful paradigm for representation learning without manual annotations. However, most existing frameworks focus on global alignment an…
cs.CV2025
StateSpace-SSL: Linear-Time Self-supervised Learning for Plant Disease Detection
Abdullah Al Mamun, Miaohua Zhang, David Ahmedt-Aristizabal +2
Self-supervised learning (SSL) is attractive for plant disease detection as it can exploit large collections of unlabeled leaf images, yet most existing SSL methods are built on CN…
cs.CV2025
ConMamba: Contrastive Vision Mamba for Plant Disease Detection
Abdullah Al Mamun, Miaohua Zhang, David Ahmedt-Aristizabal +2
Plant Disease Detection (PDD) is a key aspect of precision agriculture. However, existing deep learning methods often rely on extensively annotated datasets, which are time-consumi…