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김준수(Junsu Kim),홍수민(Sumin Hong),김지현(Jihyun Kim),온정완(Jeongwan On),김찬우(Chanwoo Kim),Yihalem Yimolal Tiruneh,송지현(Jihyun Song),최선화(Sunhwa Choi),백승렬(Seungryul Baek) 대한전자공학회 2023 대한전자공학회 학술대회 Vol.2023 No.6
In this study, we address the class imbalance problem in the Real-life dataset, a challenging task due to the presence of a large number of small and visually similar objects. To mitigate the imbalance issue and improve the performance of the model, we propose a various solutions : Balanced Dataloader, CutMix, and RandomAugmentation.