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文章中所提出的Pixel-level fusion具体是指什么融合方法,文章中所有的实验都是基于IR+RGB模式检测的吗 about superyolo HOT 6 CLOSED

yuan-kai-design avatar yuan-kai-design commented on July 27, 2024
文章中所提出的Pixel-level fusion具体是指什么融合方法,文章中所有的实验都是基于IR+RGB模式检测的吗

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Comments (6)

XuedongZhu avatar XuedongZhu commented on July 27, 2024

如果没有IR图像,只有RGB的话,怎么进行参考。这个融合方法觉得很不错,或者说我可不可以针对不同尺度的目标去进行一个融合的训练,小目标和大目标通过融合进行训练。还请作者给予指导

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icey-zhang avatar icey-zhang commented on July 27, 2024

文章中有具体提到pixel-level的融合方法,实验部分消融实验都是基于多模态(RGB+IR)完成的,TABLE VIII中RGB或者IR都是基于单一模态的,而multi指的是多模态(RGB+IR),TABLE IX 是一些在单模态(RGB)的遥感数据集上的算法验证结果。

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icey-zhang avatar icey-zhang commented on July 27, 2024

如果没有IR图像,只有RGB的话,怎么进行参考。这个融合方法觉得很不错,或者说我可不可以针对不同尺度的目标去进行一个融合的训练,小目标和大目标通过融合进行训练。还请作者给予指导

不是太能理解您的问题,还请说的详细一些,针对不同尺度的目标的融合具体指?

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XuedongZhu avatar XuedongZhu commented on July 27, 2024

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icey-zhang avatar icey-zhang commented on July 27, 2024

您好,您可以采用这个https://github.com/icey-zhang/GHOST 里面的NWPU数据集的训练方式,NWPU数据集的输入是RGB图像,另外如果你的文件夹名字和NWPU有所不同的话,建议你修改https://github.com/icey-zhang/GHOST/blob/main/utils/datasets_single.py 这个文件的数据集路径名字

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leileilei2000 avatar leileilei2000 commented on July 27, 2024

文章中有具体提到pixel-level的融合方法,实验部分消融实验都是基于多模态(RGB+IR)完成的,TABLE VIII中RGB或者IR都是基于单一模态的,而multi指的是多模态(RGB+IR),TABLE IX 是一些在单模态(RGB)的遥感数据集上的算法验证结果。

Snipaste_2024-01-11_20-39-21
Snipaste_2024-01-11_20-43-05
既然都是多模态的结果,为什么这两个表的yolov5s结果相差这么大?

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