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All Projects → freelzy → Baidu_dogs

freelzy / Baidu_dogs

百度西交第三届大数据比赛Baseline(全国第4名)

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jupyter-notebook

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Baidu_Dogs

百度西交第三届大数据比赛Baseline(全国第4名)

队名：竟然有这种操作
最终成绩：0.1816 排名第4
主要框架：Keras

说明:

代码比较乱，文件操作等比较多，只提供初赛baseline思路及一些不错的文章论文等。

一些博客文章推荐：

CNN基础知识
CNN可视化相当棒的一篇
猫狗大战Baseline-Keras
面向小数据集构建图像分类模型
迁移学习
细粒度识别综述

一些相关比赛文章

kaggle鱼识别冠军分享
kaggle鲸识别冠军分享
kaggle亚马逊森林冠军分享

一些论文推荐：

数据增强比较好的论文：Some Improvements on Deep Convolutional Neural Network Based Image Classification
LabelSmooth:Rethinking the Inception Architecture for Computer Vision
行人重识别中一些技巧:A Discriminatively Learned CNN Embedding for Person Re-identification
伪标签：Pseudo-Label : The Simple and Efficient Semi-Supervised Learning Method for Deep Neural Networks
Bilinear CNNs：Bilinear CNNs for Fine-grained Visual Recognition
利用Zoom in细粒度识别：Look Closer to See Better: Recurrent Attention Convolutional Neural Network for Fine-grained Image Recognition

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