Bag of Freebies for Training Object Detection Neural Networks

11 Feb 2019Zhi ZhangTong HeHang ZhangZhongyue ZhangJunyuan XieMu Li

Training heuristics greatly improve various image classification model accuracies~\cite{he2018bag}. Object detection models, however, have more complex neural network structures and optimization targets... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Object Detection PASCAL VOC 2007 Faster-RCNN (cos. lr, label smoothing, mixup) MAP 81.32% # 8
Object Detection PASCAL VOC 2007 YOLOv3 (sync. BN + rand. shapes + cos. lr + lbl. smoothing + mixup) MAP 83.68% # 3