Author

Junxi Guo

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2026

Tuning-Free Incremental Learning via Multilevel Prototypical Parts for Few-Shot Land Cover Segmentation

Dynamic Earth observation applications often require land-cover segmentation models to recognize newly emerging classes from only a few pixel-level annotations while retaining previously learned knowledge. However, gradient-based incremental fine-tuning (FT) is prone to severe overfitting and catastrophic forgetting un...

Han-Yuan Ge, Bo Ren, Junxi Guo et al. · IEEE Transactions on Geoscie... · 0 citations

Preprint Aug 2026

BEST-KAG: Enhancing Question Answering of Building Engineering Standards with Multimodal Knowledge Graph Modeling and Large Language Model

A multimodal knowledge-driven framework that supports question answering on standard knowledge named BEST-KAG (Knowledge-Augmented Generation for Building Engineering STandards), which consistently outperforms multiple mainstream LLMs in terms of Expert evaluation, and metrics including BLEU, and ROUGE.

Jiarui Lin, Junxi Guo, Ke-Yin Chen et al. · 0 citations