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Speeding-up diffusion models for remote sensing semantic segmentation

delete2025-06-18
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PRE
AI
R
Rubén Pascual
C
Christian Ayala
R
R. Sesma
D
Daniel Paternain
M
Mikel Galar
DOI:10.1016/j.jag.2025.104636delete
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摘要

摘要

En 中文
• 优化了步数更少的DDPMs以加速遥感图像分割。 • Progressive Distillation在分割任务中优于其他DDPM加速方法。 • 测试时间增强对扩散模型的益处大于卷积模型。 • 加速后的DDPM在建筑分割任务上实现了SOTA结果,速度提升32倍。 • 基于DDPMs的道路分割具有挑战性,需要未来研究。
Keyword:
Diffusion models
Semantic segmentation
Remote sensing
Test time augmentation

期刊

International Journal of Applied Earth Observation and Geoinformation 封面图
International Journal of Applied Earth Observation and Geoinformation
IF:
8.6
论文数:
5.2K
被引数:
2.4W

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