"Faster RCNN"의 두 판 사이의 차이
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Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks<ref>Ren, Shaoqing, et al. "Faster R-CNN: Towards real-time object detection with region proposal networks." Advances in neural information processing systems. 2015.</ref> | Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks<ref>Ren, Shaoqing, et al. "Faster R-CNN: Towards real-time object detection with region proposal networks." Advances in neural information processing systems. 2015.</ref> | ||
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Shaoqing Ren, Kaiming He, [[Fast RCNN|Ross Girshick]], and Jian Sun | Shaoqing Ren, Kaiming He, [[Fast RCNN|Ross Girshick]], and Jian Sun | ||
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arXiv:1506.01497 | arXiv:1506.01497 | ||
| − | + | [https://github.com/ShaoqingRen/faster_rcnn official github] | |
| − | [https://github.com/ShaoqingRen/faster_rcnn official github] | + | [https://github.com/smallcorgi/Faster-RCNN_TF tensorflow ver.] |
| − | [https://github.com/smallcorgi/Faster-RCNN_TF tensorflow ver.] | ||
[https://github.com/rbgirshick/py-faster-rcnn py faster rcnn github] | [https://github.com/rbgirshick/py-faster-rcnn py faster rcnn github] | ||
<div style='background-color: #efefef; padding:1em; border-radius:1em; ' > | <div style='background-color: #efefef; padding:1em; border-radius:1em; ' > | ||
| − | + | (objectness score를 학습하는) RPN(Region Proposal Network)을 제안한다. | |
| − | [[Fast RCNN]]에서 보았듯, region proposal computaion이 (test time의) 병목이다. CNN으로 이루어진 RPN을 학습시켜서 이미지 한장당 300개정도의 proposal만으로 state-of-the-art accuracy를 얻는다. RPN은 기존의 [[Fast RCNN]]과 parameter를 share한다. | + | [[Fast RCNN]]에서 보았듯, region proposal computaion이 (test time의) 병목이다. CNN으로 이루어진 RPN을 학습시켜서 이미지 한장당 300개정도의 proposal만으로 state-of-the-art accuracy를 얻는다. RPN은 기존의 [[Fast RCNN]]과 parameter를 share한다.</div> |
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| + | </poem> | ||
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<references/> | <references/> | ||
2017년 8월 4일 (금) 18:43 판
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks[1]
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun
arXiv:1506.01497
official github
tensorflow ver.
py faster rcnn github
(objectness score를 학습하는) RPN(Region Proposal Network)을 제안한다.
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- ↑ Ren, Shaoqing, et al. "Faster R-CNN: Towards real-time object detection with region proposal networks." Advances in neural information processing systems. 2015.