Region Proposal Network (RPN)

URI: https://gptkb.org/entity/Region_Proposal_Network_(RPN)
GPTKB entity
Statements (31)
Predicate Object
gptkbp:instanceOf gptkb:convolutional_neural_network
gptkbp:application computer vision
autonomous driving
image analysis
video surveillance
gptkbp:architecture fully convolutional network
gptkbp:author gptkb:Shaoqing_Ren
gptkb:Ross_Girshick
gptkb:Jian_Sun
gptkb:Kaiming_He
gptkbp:component Faster R-CNN pipeline
https://www.w3.org/2000/01/rdf-schema#label Region Proposal Network (RPN)
gptkbp:influenced gptkb:RetinaNet
gptkb:Mask_R-CNN
gptkb:Cascade_R-CNN
modern object detectors
gptkbp:input feature map
gptkbp:introducedIn gptkb:Faster_R-CNN
gptkbp:lossFunction multi-task loss
gptkbp:notablePublication gptkb:Faster_R-CNN:_Towards_Real-Time_Object_Detection_with_Region_Proposal_Networks
gptkbp:output region proposals
gptkbp:platform deep learning
gptkbp:predicts bounding box coordinates
objectness score
gptkbp:proposedBy object regions
gptkbp:publishedIn 2015
gptkbp:replacedBy selective search
gptkbp:trains end-to-end learning
gptkbp:usedIn object detection
gptkbp:bfsParent gptkb:Faster_R-CNN
gptkbp:bfsLayer 6