Author

Yun-Kai Dang

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Preprint Sep 2026

Understanding Dynamic Scenes at Gigapixel Scale: Wide-Area Spatio-Temporal Perception from UAVs

UAV-borne imaging has advanced from megapixel to gigapixel sensors, shifting aerial perception from recognizing individual targets to understanding entire dynamic scenes. We characterize this demand as Wide-area Spatio-temporal Scene Understanding (WSTU), which requires wide-area coverage, per-target resolution, and te...

Yu-Hang Zhu, Mei-Yi Zhu, Yun-Kai Dang et al. · 0 citations

#artificial intelligence Preprint Oct 2026

Not All Error Yields to Scale: Where Scaling Stops in Vision-Language Inference

Vision-language models (VLMs) face a fixed-budget trade-off between processing more visual information for fine-grained perception and using a larger language backbone for complex reasoning. Existing studies do not tell us which combination of backbone size and input resolution to deploy, especially in high-resolution...

Xinye Zhao, Yun-Kai Dang, Yun-Chen Wu et al. · 0 citations

Review

BUS: Brain-Inspired Unsupervised Self-Reflection for Advanced Multimodal Reasoning

This work proposes B rain-inspired Supervised Supervised Reflection (BUS), a label-free training framework to enhance reflective reasoning capability in challenging image analysis and validate that backward prediction capability is critical for VLM reasoning.

Jiacheng Yang, Tongying Xiao, Yun-Kai Dang et al. · 0 citations