AutoAugment works pretty well on detection as well.https://twitter.com/quocleix/status/1144095735161348096 …
We opensourced AutoAugment strategy for object detection. This strategy significantly improves detection models in our benchmarks. Please try it on your problems.
Code: https://github.com/tensorflow/tpu/tree/master/models/official/detection …
Paper: https://arxiv.org/abs/1906.11172
More details & results 
https://twitter.com/ekindogus/status/1144093170411511808 …
https://twitter.com/ekindogus/status/1144093170411511808 …
