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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Xiao-Song Li

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Preprint Sep 2026

LGFN: Lightweight Gated RGB-Polarization Fusion with Modality-Availability Conditioning for Camouflaged Object Detection

Camouflaged object detection (COD) is an important engineering task in intelligent optical perception, but it remains challenging when targets closely resemble their surroundings. Polarization imaging provides complementary physical cues, whereas existing methods typically assume fixed multimodal input configurations a...

Zhuang-Fan Huang, Xiao-Song Li, Yang Liu et al. · 0 citations
Preprint Sep 2026

LG-PF: Lightweight Confidence-Guided Polarization Image Fusion

LG-PF, a lightweight confidence-guided framework that formulates polarization fusion as a selective residual transfer process, achieves competitive fusion quality with low computational cost and shows promising transferability without fine-tuning.

Zhuang-Fan Huang, Zhen-Yu Kuang, Gao Wang et al. · 0 citations
Aug 2026

Unity in Diversity: Multi-Expert Knowledge Adversarial Learning and Collaboration for Generalizable Vehicle Re-Identification

Generalizable vehicle re-identification (ReID) seeks to develop models capable of adapting to previously unseen domains without additional fine-tuning or retraining. Most existing approaches attempt to learn domain-invariant representations by aligning data distributions across source domains. However, they often negle...

Zhen-Yu Kuang, Hong-Yang Zhang, Xiao-Song Li et al. · 0 citations

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