English(EN) Scalable Detection of Fossil Palynomorphs in Multifocal Digital Microscopy Images

AI流水线自动化化石孢粉检测，分析时间从几天缩短至几小时

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-07 04:00

研究人员开发了一种新颖的端到端流水线，用于自动化检测数字显微镜图像中的化石孢粉。该系统通过采用高效的图像分解、压缩以及对RF-DETR等现代目标检测模型的基准测试，将分析时间从几天显著缩短至不到一小时。所提出的方法能够以更大规模进行孢粉学研究，克服了以往手动分析的局限性。 AI

影响自动化了先前的手动科学分析过程，使得古气候学研究和发现的规模更大。

排序理由学术论文，详细介绍了AI模型的新方法和基准测试结果。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.CV TIER_1 English(EN) · Abbas Shaikh, Praise Mayor, Patrick Ainlay-Vazquez, Aditya Viswanathan, Teon Golden, Eric Zhang, Ingrid C. Romero, Alexander E. White, Scott Wing, Arko Barman · 2026-09-07 04:00

多焦点数字显微镜图像中化石孢粉的可扩展检测

arXiv:2609.05323v1 Announce Type: new Abstract: Palynomorphs (microscopic, organic-walled fossils such as pollen, spores, and dinoflagellates) are important high-resolution records of past climates and are critical to the study of ancient ecosystems. Existing methods rely on manu…