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WBF:检测任务NMS后虑框新方式?
2022-06-29 17:53:00 【华为云】
论文:Weighted boxes fusion: Ensembling boxes from different object detection models
代码:https://link.zhihu.com/?target=https%3A//github.com/ZFTurbo/Weighted-Boxes-Fusion
前言
最近在实际任务中,同个目标被多个同类框重复框选,这个毕竟不同框比例差距大,NMS无法覆盖这样的场景,可以看看下图

NMS和soft-NMS的方法都是排除框,不会改变框的值和新生成框,而WBF(Weighted Boxes Fusion)加权框融合,就是把框都加权融合成一个新的框,如下图所示,非常直观:

另外这个方案,可以直接按照。直接pip instal ensemble-boxes就可以,这个包里包括了nms, soft_nms, non_maximun_weighted, weighted_boxed_fusion多个功能,非常好用。晚点实测结果
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