PiLab-CAU / ComputerVision-2401

Computer Vision Course 2024-01
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Lecture12 R-CNN Extract region proposals #60

Closed junehyeok129 closed 3 months ago

junehyeok129 commented 3 months ago

I learned that you have to do segmentation in order to do the Region proposal in R-CNN. However, have to do so much segmentation that there is a resource consumption. Is there any other good way?

yjyoo3312 commented 3 months ago

@junehyeok129 Thank you for the comment!

In RCNN, an existing non-deep learning-based region proposal method, such as Selective Search, is used, not a segmentation method. In Faster R-CNN, to address the shortcomings of using existing region proposals, a Region Proposal Network (RPN) is introduced, which can be jointly trained with the detection component.