Author

Jiayuan Li

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Preprint Aug 2026

Ultra: Unsupervised Cross-Task Optimization for Reliable Restoration Segmentation Collaboration under Adverse Weather

This work proposes a novel Unsupervised Restoration-Segmentation Collaborative Learning Framework (Ultra), which reframes cross-task interaction as direction selection under uncertainty and causal effect estimation, enabling reliable collaboration through candidate direction generation and intervention-based filtering.

Shiqin Wang, Zhiqi Li, Haoyuan Du et al. · 0 citations

2026

A Two-Stage Unified Refinement Framework With RS-Specific Priors for Remote Sensing Open-Vocabulary Segmentation

Vision–language pretrained models, particularly CLIP, have demonstrated remarkable zero-shot transfer capabilities across various image-level tasks, catalyzing the advancement of open-vocabulary semantic segmentation (OVSS) in remote sensing (RS). However, the direct deployment of CLIP to the RS domain is inherently co...

Jiayuan Li, Zhen Wang, Xiao Sun et al. · IEEE Transactions on Geoscie... · 0 citations