Hongfu Li

Ecosystem-Service Changes During Ecological Restoration and Urban Expansion in a Medium-Sized Hilly City: A Case Study of Nanchong, China

Understanding how ecological restoration and urban expansion jointly reshape ecosystem-service patterns remains challenging in medium-sized inland hilly cities undergoing rapid land-use change. Nanchong, a representative hilly city in southwestern China, provides an opportunity t...

DualGLEAN: Dual Allocation for VLM-Guided Generalized Category Discovery in Remote Sensing Images

Generalized category discovery (GCD) aims to classify known categories while discovering novel ones in unlabeled data, yet existing methods lack mechanisms to correct boundary-ambiguous samples that receive noisy pseudo-labels, as they primarily rely on visual feature learning wi...