Region Based Convolutional Neural Networks: Difference between revisions

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* June 2015: '''Faster R-CNN'''.<ref name=":4">{{Cite journal |last1=Ren |first1=Shaoqing |last2=He |first2=Kaiming |last3=Girshick |first3=Ross |last4=Sun |first4=Jian |date=2017-06-01 |title=Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks |url=https://ieeexplore.ieee.org/document/7485869 |journal=IEEE Transactions on Pattern Analysis and Machine Intelligence |volume=39 |issue=6 |pages=1137–1149 |doi=10.1109/TPAMI.2016.2577031 |pmid=27295650 |issn=0162-8828|arxiv=1506.01497 }}</ref>

* March 2017: '''Mask R-CNN'''.<ref name=":5">{{Cite book |last1=He |first1=Kaiming |last2=Gkioxari |first2=Georgia |last3=Dollar |first3=Piotr |last4=Girshick |first4=Ross |chapter=Mask R-CNN |date=October 2017 |title=2017 IEEE International Conference on Computer Vision (ICCV) |chapter-url=https://ieeexplore.ieee.org/document/8237584 |publisher=IEEE |pages=2980–2988 |doi=10.1109/ICCV.2017.322 |isbn=978-1-5386-1032-9}}</ref>

* December 2017: '''Cascade R-CNN''' is trained with increasing [[Intersection over Union| (IoU, also known as the [[Jaccard index]]) thresholds, making each stage more selective against nearby false positives.<ref>{{Cite journal |last1=Cai |first1=Zhaowei |last2=Vasconcelos |first2=Nuno |date=2017 |title=Cascade R-CNN: Delving into High Quality Object Detection |url=https://arxiv.org/abs/1712.00726 |arxiv=1712.00726 }}</ref>

* June 2019: '''Mesh R-CNN''' adds the ability to generate a 3D mesh from a 2D image.<ref>{{Cite journal |last1=Gkioxari |first1=Georgia |last2=Malik |first2=Jitendra |last3=Johnson |first3=Justin |date=2019 |title=Mesh R-CNN |url=https://openaccess.thecvf.com/content_ICCV_2019/html/Gkioxari_Mesh_R-CNN_ICCV_2019_paper.html |pages=9785–9795|arxiv=1906.02739 }}</ref>