Author

Shiqiang Ma

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Open access Sep 2026

MODdapter: Spatially-aware text embeddings for zero-shot semantic segmentation.

Vision-language models show promise in zero-shot semantic segmentation, but a key challenge is the disconnect between text and visual features. While text embeddings can roughly localize unseen objects, they often lack the fine-grained detail necessary for accurate segmentation, leading to oversegmentation or undersegm...

Jia-Xiang Fang, Shi-Qiang Ma, Jing Wang et al. · Neural Networks · 0 citations

Bridging the Biophysical Gap: Holistic Environmental Awareness for 3D Linker Design

LinkerBridge is proposed, an equivariant framework that unifies biochemical semantics with physical constraints through two innovations: a Contextual Interaction-Aware Representation module that internalizes pre-existing bio-chemical semantics and a Differentiable Physical Guidance mechanism derived from Van der Waals...

Mengwei Sun, Chengwei Ai, Xiaoyi Liu et al. · 0 citations