Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283448734> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W4283448734 endingPage "6419" @default.
- W4283448734 startingPage "6419" @default.
- W4283448734 abstract "Continual learning (CL) is becoming increasingly important, not only for storage space because of the ever-increasing amount of data being generated, but also for associated copyright problems. In this study, we propose ground truth’ (GT’), which is a combination of ground truth (GT) and a prediction of the teacher model that distills the prediction results of the previously trained model, called the teacher model, by applying the knowledge distillation (KD) technique to an anchor-free object detection model. Among all the objects predicted by the teacher model, an object for which the prediction score is higher than the threshold value is distilled into the current trained model, called the student model. To avoid interference with new class learning, the IoU is obtained between every object of the GT and the predicted objects. Through the continual learning scenario, even if the reuse of past data is limited, if new data are sufficient, the proposed model minimizes catastrophic forgetting problems and enables learning for newly added classes. The proposed model was learned in PascalVOC 2007 + 2012 and tested in PascalVOC2007, with better results of 9.6% p mAP and 13.7% p F1i shown in the scenario 19 + 1. The result in scenario 15 + 5 showed better results than the compared algorithm, with 1.6% p mAP and 0.9% p F1i. The scenario 10 + 10 also outperformed the other alternatives, with 0.9% p mAP and 0.6% p F1i." @default.
- W4283448734 created "2022-06-26" @default.
- W4283448734 creator A5022300077 @default.
- W4283448734 creator A5057300705 @default.
- W4283448734 creator A5072384414 @default.
- W4283448734 date "2022-06-24" @default.
- W4283448734 modified "2023-09-25" @default.
- W4283448734 title "Predictive Distillation Method of Anchor-Free Object Detection Model for Continual Learning" @default.
- W4283448734 cites W2473930607 @default.
- W4283448734 cites W2560647685 @default.
- W4283448734 cites W2962966271 @default.
- W4283448734 cites W2963157804 @default.
- W4283448734 cites W2964309882 @default.
- W4283448734 cites W3030364939 @default.
- W4283448734 cites W3121873598 @default.
- W4283448734 cites W3125116114 @default.
- W4283448734 cites W3167554914 @default.
- W4283448734 cites W3176187859 @default.
- W4283448734 doi "https://doi.org/10.3390/app12136419" @default.
- W4283448734 hasPublicationYear "2022" @default.
- W4283448734 type Work @default.
- W4283448734 citedByCount "0" @default.
- W4283448734 crossrefType "journal-article" @default.
- W4283448734 hasAuthorship W4283448734A5022300077 @default.
- W4283448734 hasAuthorship W4283448734A5057300705 @default.
- W4283448734 hasAuthorship W4283448734A5072384414 @default.
- W4283448734 hasBestOaLocation W42834487341 @default.
- W4283448734 hasConcept C119857082 @default.
- W4283448734 hasConcept C124101348 @default.
- W4283448734 hasConcept C127413603 @default.
- W4283448734 hasConcept C138885662 @default.
- W4283448734 hasConcept C146849305 @default.
- W4283448734 hasConcept C154945302 @default.
- W4283448734 hasConcept C206588197 @default.
- W4283448734 hasConcept C2777212361 @default.
- W4283448734 hasConcept C2779542340 @default.
- W4283448734 hasConcept C2781238097 @default.
- W4283448734 hasConcept C41008148 @default.
- W4283448734 hasConcept C41895202 @default.
- W4283448734 hasConcept C548081761 @default.
- W4283448734 hasConcept C7149132 @default.
- W4283448734 hasConceptScore W4283448734C119857082 @default.
- W4283448734 hasConceptScore W4283448734C124101348 @default.
- W4283448734 hasConceptScore W4283448734C127413603 @default.
- W4283448734 hasConceptScore W4283448734C138885662 @default.
- W4283448734 hasConceptScore W4283448734C146849305 @default.
- W4283448734 hasConceptScore W4283448734C154945302 @default.
- W4283448734 hasConceptScore W4283448734C206588197 @default.
- W4283448734 hasConceptScore W4283448734C2777212361 @default.
- W4283448734 hasConceptScore W4283448734C2779542340 @default.
- W4283448734 hasConceptScore W4283448734C2781238097 @default.
- W4283448734 hasConceptScore W4283448734C41008148 @default.
- W4283448734 hasConceptScore W4283448734C41895202 @default.
- W4283448734 hasConceptScore W4283448734C548081761 @default.
- W4283448734 hasConceptScore W4283448734C7149132 @default.
- W4283448734 hasFunder F4320322120 @default.
- W4283448734 hasIssue "13" @default.
- W4283448734 hasLocation W42834487341 @default.
- W4283448734 hasOpenAccess W4283448734 @default.
- W4283448734 hasPrimaryLocation W42834487341 @default.
- W4283448734 hasRelatedWork W1584911658 @default.
- W4283448734 hasRelatedWork W1853785581 @default.
- W4283448734 hasRelatedWork W2961085424 @default.
- W4283448734 hasRelatedWork W2978114883 @default.
- W4283448734 hasRelatedWork W3090826562 @default.
- W4283448734 hasRelatedWork W3193733623 @default.
- W4283448734 hasRelatedWork W4287024684 @default.
- W4283448734 hasRelatedWork W4293903945 @default.
- W4283448734 hasRelatedWork W4306674287 @default.
- W4283448734 hasRelatedWork W4328047488 @default.
- W4283448734 hasVolume "12" @default.
- W4283448734 isParatext "false" @default.
- W4283448734 isRetracted "false" @default.
- W4283448734 workType "article" @default.