Author

Bo Han

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2026

Memory-Augmented Multimodal Large Language Models for Small Object Understanding in Streaming Aerial Videos

This work proposes SkyAnchor, an MLLM with two designs to the above challenges: a Semantics-Aware Token Router that preserves small-target under a reduced visual-token budget, and a Hierarchical Memory Bank that keeps the target consistently understood on streams.

Penglei Sun, Yehua Huang, Zhuoli Tao et al. · arXiv.org · 0 citations

#small language model Preprint Aug 2026

PhysMLLMs: Spatial Priors for Unified Referring Segmentation and Grounded Reasoning of Images and Videos

PhysMLLMs is a training-stage prior injection architecture that injects physics-inspired spatial continuity priors into Video MLLMs, demonstrating that the injected spatial prior improves video consistency without compromising image-level grounding or general multimodal capability.

Siyao Yan, Bo Han, Ji-Sheng Dang et al. · 0 citations