Author

Jia-Shuo Li

3 papers indexed here

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Conference Aug 2026

YOLO-DSDFE: Dual-Stream Depthwise Feature Enhancement for Lightweight Fire and Smoke Detection

Fire and smoke exhibit different spatial characteristics: fire regions often contain localized high responses, contour variations, and irregular boundaries, whereas smoke usually presents weak texture, blurred boundaries, and broader spatial extent. Lightweight detectors commonly apply the same kernel-size and dilation...

Pan-Rong Chen, Hai-Peng He, Chao-Yun Mai et al. · 2026 2nd International Confe... · 0 citations

Conference Aug 2026

STDFNet: A Symmetric Temporal Difference and Multi-Scale Context Gating Network for Remote Sensing Change Detection

High-resolution remote sensing change detection must distinguish genuine changes from pseudo-changes caused by misregistration, illumination, and texture variations. We propose STDFNet, a lightweight Symmetric Temporal Difference and Multi-Scale Context Gating Network. A shared MobileNetV2 extracts four-level bi-tempor...

Chong-Yi Huang, Jia-Shuo Li, Pan-Rong Chen et al. · 2026 2nd International Confe... · 0 citations

Conference Aug 2026

TDBRNet: A Lightweight Bi-Temporal Difference Modeling and Boundary Refinement Network for Remote Sensing Change Detection

Remote sensing change detection requires accurate localization of changes in high-resolution bi-temporal imagery while maintaining a compact computational footprint. Existing lightweight methods often rely on simple absolute differencing and progressive upsampling, which may lead to pseudo-changes, blurred boundaries,...

Yu-Wei Han, Zhi-Yuan Su, Jia-Shuo Li et al. · 2026 2nd International Confe... · 0 citations