AgroYOLOvNext: A Multi-Scale Transformer-Enhanced Framework with Domain-Adaptive Contrastive Learning for Plant Disease Classification on the Plant Village Benchmark
Automated plant disease detection in a real-world agricultural setting remains a difficult problem because of variation in illumination, intra-class diversity, domain shift between laboratory and field data, and occlusions. While recent deep learning-based object detection models, such as YOLO variants and transformer-...