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Yaxioong Chen

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Open access Oct 2026

DGDE-CSFNet: Difference-Guided Dual-Branch Encoding and Cross-Scale Fusion for Maritime Scene Segmentation

Semantic segmentation of maritime imagery is challenging due to the coexistence of large homogeneous regions, such as sea and land, and small, sparsely distributed ship targets, particularly in complex port environments. Further, strong background dominance and intricate boundary structures often result in missed detec...

Yu-Tong Yang, Yaxioong Chen, Chang-Chun Xie et al. · 0 citations
2026

Tiper: Tokenwise Prompt-Free Learning

Vision-language models (VLMs), such as contrastive language-image pre-training (CLIP), exhibit powerful zero-shot generalization capabilities. Parameter-efficient fine-tuning (PEFT) techniques, notably prompt learning, have been extensively explored to adapt these models to downstream tasks. However, their efficacy rem...

Tengfei Gong, Jun-Lin Wu, Yaxioong Chen et al. · 0 citations

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