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cs.CV2025
Adapting SAM with Dynamic Similarity Graphs for Few-Shot Parameter-Efficient Small Dense Object Detection: A Case Study of Chickpea Pods in Field Conditions
Xintong Jiang, Yixue Liu, Mohamed Debbagh +4
Parameter-Efficient Fine-Tuning (PEFT) of foundation models for agricultural computer vision tasks remains challenging due to limited training data and complex field conditions. Th…
cs.CV2024★ 1 cited
Generative Plant Growth Simulation from Sequence-Informed Environmental Conditions
Mohamed Debbagh, Yixue Liu, Zhouzhou Zheng +3
A plant growth simulation can be characterized as a reconstructed visual representation of a plant or plant system. The phenotypic characteristics and plant structures are controll…