|
gptkbp:instanceOf
|
object detection algorithm
|
|
gptkbp:accuracy
|
high
|
|
gptkbp:application
|
image classification
object detection
instance segmentation
|
|
gptkbp:architecture
|
two-stage detector
|
|
gptkbp:basedOn
|
gptkb:R-CNN
gptkb:Fast_R-CNN
|
|
gptkbp:category
|
computer vision
deep learning
|
|
gptkbp:citation
|
over 40,000
|
|
gptkbp:component
|
gptkb:Region_Proposal_Network
|
|
gptkbp:developedBy
|
gptkb:Shaoqing_Ren
gptkb:Ross_Girshick
gptkb:Jian_Sun
gptkb:Kaiming_He
|
|
gptkbp:feature
|
end-to-end training
multi-class detection
region proposal network
shared convolutional features
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
Faster R-CNN
|
|
gptkbp:improves
|
gptkb:R-CNN
gptkb:Fast_R-CNN
|
|
gptkbp:influenced
|
gptkb:RetinaNet
gptkb:Mask_R-CNN
gptkb:YOLOv3
gptkb:Cascade_R-CNN
SSD
|
|
gptkbp:input
|
gptkb:illustrator
|
|
gptkbp:introducedIn
|
2015
|
|
gptkbp:license
|
gptkb:MIT_License
|
|
gptkbp:notablePublication
|
gptkb:Faster_R-CNN:_Towards_Real-Time_Object_Detection_with_Region_Proposal_Networks
https://arxiv.org/abs/1506.01497
|
|
gptkbp:openSource
|
true
|
|
gptkbp:output
|
class labels
bounding boxes
confidence scores
|
|
gptkbp:platform
|
gptkb:TensorFlow
gptkb:Caffe
gptkb:PyTorch
|
|
gptkbp:publishedIn
|
gptkb:Neural_Information_Processing_Systems_(NeurIPS)
|
|
gptkbp:speed
|
faster than Fast R-CNN
|
|
gptkbp:trainer
|
gptkb:MS_COCO
gptkb:PASCAL_VOC
|
|
gptkbp:uses
|
gptkb:convolutional_neural_network
gptkb:Region_Proposal_Network_(RPN)
gptkb:RoI_pooling
anchor boxes
|
|
gptkbp:writtenBy
|
gptkb:Python
|
|
gptkbp:bfsParent
|
gptkb:convolutional_neural_network
gptkb:Meta_AI
|
|
gptkbp:bfsLayer
|
5
|