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To enhance object detection in a dark environment, we propose a novel multitask auto encod- ing transformation (MAET) model which is able to explore the intrinsic pattern behind illumination translation.

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2023年5月16日 · 文章提出了一种新的多任务自动编码变换 (MAET)模型，用于改善黑暗环境下的目标检测。 MAET通过自我监督学习内在视觉结构，结合物理噪声模型和图像信号处理，对光照退化进行编码和解码。 正交切线规则用于避免任务间的纠缠，提高检测性能。 该框架适用于主流目标检测架构，可在有限的数据集上进行训练，并在合成和真实数据集上达到最先进的性能。 黑暗环境由于光子不足和噪声的影响，对计算机视觉算法提出了挑战。 为了增强在黑暗环境下的目 …

ICCV 2021: Multitask AET with Orthogonal Tangent Regularity for Dark Object Detection，一篇针对于暗光场景目标检测任务的paper。 纯粹的 low-level vision task 已经有很多好的工作了，推荐一下自己今年的ICCV 2021的paper，暗光场景在增强之外还有高层次视觉任务可以做，做的是暗光场景下的high-level-vision task目标检测任务。 暗光场景下的 high-level vision task，比如检测分割分类这种，往往受限于三个显著的缺点，第一是环境中的光子数量很少，而且相机中的 in-camra …

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2024年6月19日 · 磁感应电层析成像（Magneto-Acousto-Electrical Tomography with Magnetic Induction，简称MAET-MI）是一种非侵入性的、高空间分辨率的电导率成像方法。它基于电流矢量的传导特性和正反问题的概念，采用正交匹配追踪...

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