[论文笔记]Multi-Channel CNN-based Object Detection for Enhanced Situation Awareness
2017-12-30 13:38
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论文链接:Multi-Channel CNN-based Object Detection for Enhanced Situation Awareness
本文主要是对红外和可见光图像中的目标进行检测,把三个灰度图像叠加成一幅三通道彩色图像,然后使用fast-rcnn 进行目标检测,一张图片只检测一个目标,目标是一类(车)。
R通道:中波段红外图像(mid-wave infrared image, MWIR)
G通道:运动图像(视频中两帧的差值)
B通道:可见光图像
这里并没有使用特殊的融合技术来把三幅图像融合成一幅彩色图像,而是直接叠加,生成的彩色图像如下图是很不自然的
下面是使用的数据集(ATR database from Military Sensing Information Analysis Center (SENSIAC). This database package contains 207 GB of MWIR imagery and 106 GB of visible imagery along with ground truth data. )
数据集地址(打不开):https://www.sensiac.org/
数据集使用的样本
最后检测的结果为
本文主要是对红外和可见光图像中的目标进行检测,把三个灰度图像叠加成一幅三通道彩色图像,然后使用fast-rcnn 进行目标检测,一张图片只检测一个目标,目标是一类(车)。
R通道:中波段红外图像(mid-wave infrared image, MWIR)
G通道:运动图像(视频中两帧的差值)
B通道:可见光图像
这里并没有使用特殊的融合技术来把三幅图像融合成一幅彩色图像,而是直接叠加,生成的彩色图像如下图是很不自然的
下面是使用的数据集(ATR database from Military Sensing Information Analysis Center (SENSIAC). This database package contains 207 GB of MWIR imagery and 106 GB of visible imagery along with ground truth data. )
数据集地址(打不开):https://www.sensiac.org/
数据集使用的样本
最后检测的结果为
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