open-mmlab / OpenMMLabCamp

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【AI实战营第二期】第二次作业提交13班 #121

Open weichengzhili opened 1 year ago

weichengzhili commented 1 year ago

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

image

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

mm-assistant[bot] commented 1 year ago

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

yehuixie commented 1 year ago

https://github.com/Xie-Yehui/openmmlab_homework

blue-q commented 1 year ago

https://github.com/blue-q/openmmlab_camp2/tree/main/%E7%AC%AC%E4%BA%8C%E6%AC%A1%E4%BD%9C%E4%B8%9A

git-yuliang commented 1 year ago

https://github.com/git-yuliang/mmlab2_homework/tree/main/mmpretrain_homework2nd

LijunZhang01 commented 1 year ago

https://github.com/LijunZhang01/Openmmlab_AI/tree/master/project2

MobiusLeo commented 1 year ago

https://github.com/MobiusLeo/mmpretrain_fruits_estimate

zhangzhidaSunny commented 1 year ago

https://github.com/zhangzhidaSunny/openmmlab-02-resNet-fruit/