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face recognition with resnet18,resnet50 and resnet 152

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face-recognition

The competition's baseline and data can be download from the url.

链接:https://pan.baidu.com/s/1jYWaFjhGEC1zxcWw6SVl5Q 提取码:gu09

Face recognition with resnet18,resnet50 and resnet 152.

The dataset is very small, so it is really easy to overfitting
I use some tricks to reduce the effect of overfitting, such as dropout, regularization and model intergration.
Of course, there are some preprocessing operations for images.
I have tried data augumentation, tta and grey image, but they make no sense.
In fact, It's not strictly a data set of faces,background is a big part of it and there are many images with more than one person ,which make face recognition difficult. Although I tried to cut out faces first, but because of other people's interference, the result became worse.

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