在最近的 yolox算法，其采用的是最简单直接concat第二种做法，在长epoch Coco数据集 情况下其实两者性能没有差距。 个人觉得对于不同数据集可能要实验下，但是如果两者性能差距很小，那么肯定推荐用第二种做法，因为代码写起来最简单，第一种做法还要重新考虑loss代码有点麻烦。 mixup 是目前图像增强的一个小技巧，那么目标检测中图像增强，mixup 是如何操作的呢，对于图像的 mixup …

通常情况下我们的训练集 {x,y}可以用狄拉克函数来表示，假定训练集足够，可以模拟真实情况，那么上述的P可以用狄拉克函数近似，如下.

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