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Author

Jinyan Feng

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Preprint Oct 2026

Pneuma: A Large-Scale Real-World Time Series Benchmark for Commercial Aircraft Predictive Maintenance

Predictive maintenance is vital for commercial aviation, yet progress remains hindered by the lack of public, large-scale real-world datasets. As a result, most methods are developed and evaluated on proprietary data, limiting reproducibility. We introduce Pneuma, the first publicly available large-scale benchmark for...

Jia-Feng Lin, Yu-Tian Zhang, Huan Zhang et al. · 0 citations
Nov 2026

Enhanced Road Crack Segmentation Using Self-Supervised Learning in Motion-Blurred Images

An innovative image segmentation framework is proposed in this study that treats motion deblurring as a pretext task for self-supervised learning and proves adaptable to datasets of varying complexities and network architectures.

Ye Liu, Jin-Yan Feng, Bowen Du et al. · 0 citations

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