Darknet-19

GPTKB entity

Statements (57)
Predicate Object
gptkbp:instance_of gptkb:neural_networks
gptkbp:architecture gptkb:Deep_Learning
gptkbp:backbone gptkb:Darknet
gptkbp:coat_of_arms gptkb:19
gptkbp:community_support Active
gptkbp:developed_by gptkb:Joseph_Redmon
gptkbp:drops 0.5
gptkbp:early_stopping gptkb:Yes
gptkbp:evaluates F1 Score
Precision
Recall
gptkbp:feature_extraction gptkb:Yes
gptkbp:framework_documentation Available
gptkbp:framework_language gptkb:C
gptkbp:framework_license gptkb:GPLv3
gptkbp:gpu gptkb:Yes
https://www.w3.org/2000/01/rdf-schema#label Darknet-19
gptkbp:hyperparameter_tuning gptkb:Yes
gptkbp:image_input RGB
gptkbp:image_preprocessing gptkb:Normalization
gptkbp:initialization_method Xavier Initialization
gptkbp:initiated_by gptkb:Leaky_Re_LU
gptkbp:input_output gptkb:JPEG
gptkb:JSON
Bounding Boxes
416x416
gptkbp:is_a_framework_for gptkb:Darknet
gptkbp:is_optimized_for gptkb:Adam
gptkbp:is_standardized_by gptkb:Yes
gptkbp:is_taught_in 0.001
gptkbp:latest_version 1.0
gptkbp:loss_function_type Multi-Class
gptkbp:losses Cross-Entropy Loss
gptkbp:migration gptkb:Yes
gptkbp:model Small
gptkbp:model_checkpoint gptkb:Yes
gptkbp:model_export gptkb:Yes
gptkbp:model_import gptkb:Yes
gptkbp:momentum 0.9
gptkbp:output_classes 80
gptkbp:performance m AP
gptkbp:photography gptkb:Yes
gptkbp:predecessor Darknet-19.1
gptkbp:provides_information_on gptkb:COCO
gptkb:Yes
gptkbp:real_time_detection gptkb:Yes
gptkbp:release_year gptkb:2016
gptkbp:resolution gptkb:Varies
gptkbp:sister_channel gptkb:3
gptkbp:successor gptkb:Darknet-53
gptkbp:training gptkb:Varies
gptkbp:training_algorithm Stochastic Gradient Descent
gptkbp:tutorials Available
gptkbp:used_for Object Detection
gptkbp:weight_decay 0.0005
gptkbp:bfsParent gptkb:Darknet-53
gptkbp:bfsLayer 7