kaggle image classification competitions and solutions

Guide

fine-tuning

• keras fine-tuning

dogs vs cats

2 classes: binary classification

dog-breed-identification

120 classes

see dog-breed-identification

plant-seedlings-classification

960 unique plants belonging to 12 classes
(植物幼苗分类)
see here

solutions:

• top-1 solution
• zh
• xception-model-training-pipeline-lb-0-9798

cdiscount-image-classification-challenge

超大规模图像分类

Advanced

Data Augmentation

• 数据增强
• image-augmentation-deep-learning-keras

SMOTE

• [smote解决样本不均衡问题](https://smote-variants.readthedocs.io/en/latest/installation.html）
• learning-imbalanced-classes
• multi-class-classification-with-focal-loss-for-imbalanced-datasets

the class_weights argument in model.fit, which you can use to make the model learn more from the minority class.

Other

• changing-input-size-of-pre-trained-models-in-keras

Reference

History

• 20190902: created.