Author

Yi-Jie Zhang

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Open access Sep 2026

Cross-Directional Aggregation and Feature-Loss Optimization for Remote Sensing Semantic Segmentation

The complexity of object categories in high-resolution remote sensing frequently gives rise to discontinuous boundaries in segmentation results. Furthermore, the inability to model global contextual morphological continuities along strip objects is a primary cause of segmentation fractures. Therefore, we propose a remo...

Chun-Bo Chang, Xin-Lin Xie, Shen-Ran Guo et al. · Italian National Conference... · 0 citations

2026

GPCNet: Grid-Parallel Compact Network With Kernel-Adaptive Feature Fusion for Semantic Segmentation of High-Resolution UAV Imagery

In recent years, encoder–decoder architectures have driven remarkable progress in remote sensing semantic segmentation. However, achieving both high accuracy and computational efficiency for high-resolution UAV imagery remains challenging. For Vision Transformer (ViT)-based models, the quadratic computational and memor...

Chang-Jian Deng, Jian Cheng, Zhi-Guo Yang et al. · IEEE Transactions on Geoscie... · 0 citations