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gptkbp:instanceOf
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object detection algorithm
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gptkbp:abbreviation
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gptkb:YOLO
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gptkbp:advantage
|
high accuracy
end-to-end training
real-time speed
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gptkbp:application
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autonomous vehicles
robotics
medical imaging
video surveillance
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gptkbp:approach
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single-stage detection
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gptkbp:architecture
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gptkb:convolutional_neural_network
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gptkbp:citation
|
gptkb:You_Only_Look_Once:_Unified,_Real-Time_Object_Detection
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gptkbp:conference
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gptkb:CVPR_2016
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gptkbp:contrastsWith
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gptkb:R-CNN
gptkb:Faster_R-CNN
gptkb:Fast_R-CNN
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gptkbp:developer
|
gptkb:Ali_Farhadi
gptkb:Joseph_Redmon
gptkb:Santosh_Divvala
gptkb:Ross_Girshick
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gptkbp:field
|
computer vision
deep learning
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gptkbp:firstPublished
|
2016
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|
https://www.w3.org/2000/01/rdf-schema#label
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You Only Look Once
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gptkbp:influenced
|
gptkb:YOLOv5
gptkb:EfficientDet
gptkb:PP-YOLO
gptkb:Scaled-YOLOv4
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|
gptkbp:input
|
gptkb:illustrator
|
|
gptkbp:language
|
C
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gptkbp:license
|
public domain
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gptkbp:limitation
|
lower localization accuracy than two-stage detectors
struggles with small objects
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gptkbp:memiliki_tugas
|
real-time object detection
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gptkbp:notableRelease
|
gptkb:YOLOv2
gptkb:YOLOv3
gptkb:YOLOv4
gptkb:YOLOv5
gptkb:YOLOv6
gptkb:YOLOv7
gptkb:YOLOv8
|
|
gptkbp:openSource
|
true
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gptkbp:output
|
class labels
bounding boxes
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gptkbp:platform
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gptkb:Darknet
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gptkbp:repository
|
https://github.com/pjreddie/darknet
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gptkbp:bfsParent
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gptkb:YOLO
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|
gptkbp:bfsLayer
|
6
|