A16B-3200-0160

A16B-3200-0160

A16B-3200-0160数据。

提高图像采集的分辨率：基于 GAN 的方法解决的也是小目标本身判别性特征少的问题，其想法非常简单但有效：利用 GAN 生成高分辨率图片或者高分辨率特征。

1. Data Augmentation。一些特别有用的小物体检测增强包括随机裁剪、随机旋转和马赛克增强。copy pasting， 增加小目标数量。缩放与拼接，增加中小目标数量

2. 修改模型输入尺寸。提高模型的输入分辨率，也就是减少或者不压缩原图像。tiling，将图像切割后形成batch，可以在保持小输入分辨率的同时提升小目标检测，但是推理时也需要 tiling，然后把目标还原到原图，整体做一次 NMS。

3. 修改 Anchor。适合小目标的 Anchor

4. Anchor Free。锚框设计难以获得平衡小目标召回率与计算成本之间的矛盾，而且这种方式导致了小目标的正样本与大目标的正样本极度不均衡，使得模型更加关注于大目标的检测性能，从而忽视了小目标的检测。

A16B-3200-0160 

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