MaskRCNN

E431009

MaskRCNN is a deep learning model architecture for instance segmentation that extends Faster R-CNN by adding a branch to predict segmentation masks for individual objects in an image.

All labels observed (4)

Label Occurrences
Mask R-CNN 4
Mask R-CNN (paper) 1
MaskRCNN canonical 1

How this entity was disambiguated

Statements (50)

Predicate Object
instanceOf convolutional neural network
deep learning model architecture
instance segmentation model
object detection model
application autonomous driving
image segmentation
medical image analysis
video analysis
basedOn Faster R-CNN
linked to: FasterRCNN
commonlyTrainedOn COCO dataset
PASCAL VOC
commonlyUsedBackbone ResNeXt
ResNet-101
linked to: ResNet

ResNet-50
linked to: ResNet
extends Faster R-CNN
linked to: FasterRCNN
field computer vision
deep learning
hasComponent RoIAlign layer
backbone network
bounding box regression head
classification head
mask prediction branch
region proposal network
hasLossFunction bounding box regression loss
classification loss
mask loss
implementedIn Detectron
Detectron2
linked to: Detectron

PyTorch
TensorFlow
improvesUpon Faster R-CNN
linked to: FasterRCNN
introducedBy Georgia Gkioxari
Kaiming He
Piotr Dollár
Ross Girshick
introducedInPaper Mask R-CNN
linked to: MaskRCNN
outputs per-instance segmentation
pixel-level object masks
predicts bounding boxes
object class labels
segmentation masks
publishedAtConference ICCV 2017
solvesProblem misalignment of RoI features
task instance segmentation
object detection
object localization
uses RoIAlign
convolutional layers
feature pyramid networks
yearIntroduced 2017

How these facts were elicited

Referenced by (7)

Full triples — surface form annotated when it differs from this entity's canonical label.

torchvision modelFamily MaskRCNN
subject linked to: torchvision (ecosystem)
Kaiming He knownFor Mask R-CNN
linked to: MaskRCNN
Kaiming He notableWork Mask R-CNN (paper)
linked to: MaskRCNN
Faster R-CNN influenced Mask R-CNN
subject linked to: FasterRCNN
linked to: MaskRCNN
Mask R-CNN introducedInPaper Mask R-CNN
subject linked to: MaskRCNN
linked to: MaskRCNN
KeypointRCNN basedOn Mask R-CNN
linked to: MaskRCNN
KeypointRCNN uses RoIAlign
linked to: MaskRCNN