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Author

Jian Cheng

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Conference Oct 2026

Semantic-guided causal alignment for video event anticipation

Video event anticipation is the task of inferring future action behaviors from a partially observed sequence of events. However, due to the limited representational capacity of purely visual models, the anticipation framework struggles to decouple genuine motion intents from complex scenes, thereby forming spurious cor...

Zhi-Ling Zhang, Jian Cheng, Shi-Miao Fan et al. · 0 citations
Conference Oct 2026

Hierarchical fine-grained alignment and dynamic gated fusion for Mamba-based referring remote sensing image segmentation

Referring Remote Sensing Image Segmentation (RRSIS) addresses the task of identifying ground objects guided by natural language descriptions. While Transformer-based architectures have shown promise, significant limitations remain in processing high-resolution imagery due to quadratic computational complexity and the l...

Shi-Miao Fan, Yi-Jie Zhang, Zhi-Ling Zhang et al. · 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. · 0 citations

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