Author

Guan Li

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Open access Sep 2026

LRIF-Net: Decision-Preserving Lightweight Recurrent Interaction Fusion for Multimodal Crisis Information Classification

Emergency-information analysts need to organize image-text reports into humanitarian categories before reports can be verified and prioritized. This study asks whether fine-grained evidence refinement can be added to an established classifier without replacing its decision path or greatly enlarging the task-specific up...

Zi-Qi Chen, Z. Pan, Shan-Shan Li et al. · Applied Sciences · 0 citations

Open access Sep 2026

CP-RRA: Clean-Preserving Residual Reliability Adaptation for Robust Multimodal Crisis Classification Under Degraded and Missing Evidence

Reliable and robust multimodal crisis classification is challenged by degraded, corrupted, or missing image–text evidence, because reliability-blind fusion can propagate an unreliable modality and amplify local evidence failure into joint prediction error. To address this problem, we propose Clean-Preserving Residual R...

Run-Xi Peng, Shan-Shan Li, Qing-Jie Liu et al. · Electronics · 0 citations