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【AI实战营第二期】第二次作业提交06班

Open qianlian-mozi opened this issue 2 years ago • 8 comments

题目:基于 ResNet50 的水果分类

背景:使用基于卷积的深度神经网络 ResNet50 对 30 种水果进行分类

任务

  1. 划分训练集和验证集
  2. 按照 MMPreTrain CustomDataset 格式组织训练集和验证集
  3. 使用 MMPreTrain 算法库,编写配置文件,正确加载预训练模型
  4. 在水果数据集上进行微调训练
  5. 使用 MMPreTrain 的 ImageClassificationInferencer 接口,对网络水果图像,或自己拍摄的水果图像,使用训练好的模型进行分类

需提交的验证集评估指标(不能低于 60%)

  • ResNet-50

作业数据集下载: 链接:https://pan.baidu.com/s/1YgoU1M_v7ridtXB9xxbA1Q 提取码:52m9

课程中猫狗数据集下载地址: https://download.openmmlab.com/mmclassification/dataset/cats_dogs_dataset.tar

提交方式 请将作业内容上传到你自己的github仓库,并把对应的链接回复在评论区

qianlian-mozi avatar Jun 06 '23 11:06 qianlian-mozi

We recommend using English or English & Chinese for issues so that we could have broader discussion.

mm-assistant[bot] avatar Jun 06 '23 11:06 mm-assistant[bot]

Here is my work: https://github.com/qianlian-mozi/period2_mmpretrain_work2/tree/main

qianlian-mozi avatar Jun 06 '23 15:06 qianlian-mozi

Here is my work: https://github.com/ZS520L/MMHomeworks/blob/main/%E6%B0%B4%E6%9E%9C%E5%88%86%E7%B1%BB%E5%AE%9E%E6%88%98.ipynb

ZS520L avatar Jun 07 '23 07:06 ZS520L

here is my work https://github.com/JackCxCz/openmmLab

JackCxCz avatar Jun 07 '23 07:06 JackCxCz

https://github.com/Maoeyu/Github-Colab/blob/main/%E5%9F%BA%E4%BA%8EResNet50%E7%9A%84Fruit_Classifier_Homework.ipynb

MaoFuyou avatar Jun 07 '23 17:06 MaoFuyou

https://github.com/Bob0123456/Homework/blob/main/MMPretrain_homework.ipynb

Bob0123456 avatar Jun 08 '23 05:06 Bob0123456

https://github.com/yandarick/mmpredict_fruit/tree/main

yandarick avatar Jun 09 '23 03:06 yandarick

here is my work https://github.com/zilong-ding/openmmpretrain-class.git

zilong-ding avatar Jun 15 '23 00:06 zilong-ding