so-many-tricks-for-Image-classification

so many tricks in tf.keras

使用时只需针对自己的数据更改数据接口就行

更新历史

v1.0

baseline efficientnet b0

including: random_flip_left_right; random_flip_up_down; random_brightness; random_contrast; random_hue; random_saturation;

cutmix; mixup; gridmask; pre_trained; dense_activation; lr_scheduler; tta; focal_loss; label_smoothing;

v1.1

add cross_validation、增加映射到等差数列的融合规则

v1.2

add auc-monitor、add history curve、add rotation、混淆矩阵等大量内容，待更新文档

程序默认数据集地址：

狗品种分类： https://www.kaggle.com/c/dog-breed-identification/overview

植物病理学分类： https://www.kaggle.com/c/plant-pathology-2020-fgvc7/overview

TPU花分类：https://www.kaggle.com/c/flower-classification-with-tpus/overview