YOLOv5 Model

GPTKB entity

Statements (60)
Predicate Object
gptkbp:instance_of gptkb:cosmic_ray_detector
gptkbp:application gptkb:robotics
Autonomous vehicles
Surveillance systems
Retail analytics
Healthcare monitoring
gptkbp:architecture gptkb:neural_networks
gptkbp:community_support Active community on Git Hub
gptkbp:dependency gptkb:Matplotlib
gptkb:Pandas
gptkb:Open_CV
gptkb:Sci_Py
gptkb:Num_Py
gptkbp:developed_by gptkb:Ultralytics
gptkbp:evaluates Precision
Recall
F1 score
Benchmarking on COCO
Speed vs accuracy trade-off
gptkbp:features Quantization
Model pruning
Augmentation techniques
https://www.w3.org/2000/01/rdf-schema#label YOLOv5 Model
gptkbp:input_output gptkb:video
gptkb:JSON
gptkb:CSV
gptkb:Images
Bounding boxes and class probabilities
640x640
gptkbp:is_a_framework_for gptkb:Py_Torch
gptkbp:language gptkb:Python
gptkbp:latest_version v5.0
gptkbp:license GPL-3.0
gptkbp:losses Cross-entropy loss
Io U loss
gptkbp:model gptkb:YOLOv5l
gptkb:YOLOv5m
gptkb:YOLOv5s
gptkb:YOLOv5x
Varies by version
gptkbp:performance m AP (mean Average Precision)
gptkbp:predecessor YOLOv4 Model
gptkbp:provides_information_on gptkb:COCO_dataset
gptkbp:release_date June 2020
gptkbp:repository gptkb:Git_Hub
gptkbp:successor YOLOv6 Model
gptkbp:supports GPU acceleration
CPU inference
Multi-class detection
gptkbp:training Supervised learning
Varies by hardware
gptkbp:training_programs gptkb:Google_Colab
Cloud services
Local machine
gptkbp:tutorials Available online
gptkbp:uses Transfer learning
Real-time object detection
gptkbp:written_in gptkb:Python
gptkbp:bfsParent gptkb:Ultralytics
gptkbp:bfsLayer 7