Author

Heng Fan

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Preprint Sep 2026

Exploiting Target Knowledge from MLLMs for Robust Few-Shot Segmentation

A novel framework that mines target knowledge using the strong reasoning capacity of Multimodal Large Language Models (MLLMs) and employs it to enhance FSS, which shows promising results and largely surpasses existing methods.

Yi-Jun Hu, Heng Fan, Li-Bo Zhang · 0 citations

#artificial intelligence Preprint Sep 2026

Knowing When to Trust Images: Reliability-Aware Multi-modal Entity Alignment

The visual modality, i.e., images, plays a key role in multi-modal entity alignment (MMEA). Existing approaches often directly fuse the image with other modalities to align different entities. Although simple, such strategies overlook the potential noise in the images and their semantic misalignment with corresponding...

Chen-Xiao Li, Yun-He Feng, Dongfang Liu et al. · 0 citations