YOLO family

GPTKB entity

Statements (59)
Predicate Object
gptkbp:instance_of gptkb:cosmic_ray_detector
gptkbp:applies_to real-time object detection
gptkbp:available_on gptkb:Git_Hub
gptkbp:community_support gptkb:true
gptkbp:competes_with gptkb:Faster_R-CNN
gptkb:SSD
gptkb:Retina_Net
gptkbp:developed_by gptkb:Joseph_Redmon
gptkbp:first_edition gptkb:2015
gptkbp:has_applications_in gptkb:medical_imaging
gptkb:vehicles
gptkb:robotics
augmented reality
surveillance
gptkbp:has_documentation available online
gptkbp:has_publications published
gptkbp:has_variants gptkb:YOLOv2
gptkb:YOLOv3
gptkb:YOLOv4-tiny
gptkb:YOLOv5l
gptkb:YOLOv5m
gptkb:YOLOv5s
gptkb:YOLOv5x
https://www.w3.org/2000/01/rdf-schema#label YOLO family
gptkbp:influenced_by gptkb:R-CNN
gptkbp:is_effective_against gptkb:true
gptkbp:is_implemented_in gptkb:Python
gptkbp:is_open_source gptkb:true
gptkbp:is_popular_in gptkb:AI_technology
machine learning applications
computer vision community
gptkbp:is_scalable gptkb:true
gptkbp:is_supported_by gptkb:Tensor_Flow
gptkb:Open_CV
gptkb:Py_Torch
gptkb:NVIDIA
gptkbp:is_used_in image processing
video analysis
gptkbp:known_for speed and accuracy
gptkbp:latest_version gptkb:YOLOv5
gptkbp:performance FPS
m AP
Io U
gptkbp:provides object localization
bounding box predictions
class probabilities
gptkbp:requires GPU for training
gptkbp:security occlusions
scale variations
lighting changes
gptkbp:successor gptkb:YOLOv4
gptkbp:supports multiple classes
gptkbp:trains gptkb:COCO_dataset
gptkbp:tutorials available online
gptkbp:uses convolutional neural networks
gptkbp:uses_anchor_boxes gptkb:true
gptkbp:uses_transfer_learning gptkb:true
gptkbp:bfsParent gptkb:YOLOv3
gptkbp:bfsLayer 6