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【AI实战营第二期】第二次作业提交14班

Open fzd9752 opened this issue 2 years ago • 12 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
  6. 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

fzd9752 avatar Jun 06 '23 14:06 fzd9752

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

mm-assistant[bot] avatar Jun 06 '23 14:06 mm-assistant[bot]

zeyuan homework 2
https://github.com/zeyuanyin/OpenMMLabCamp/tree/main/homework-2

zeyuanyin avatar Jun 06 '23 15:06 zeyuanyin

https://github.com/TAKEMYBROKENHEART/openMMLabCamp/tree/main/mmpretrain/work_dirs/ResNet50_fruit/20230607_121021

TAKEMYBROKENHEART avatar Jun 07 '23 04:06 TAKEMYBROKENHEART

https://github.com/liuning-scu-cn/openmmlab_work/tree/main/work2_fruit_classification

liuning-scu-cn avatar Jun 10 '23 05:06 liuning-scu-cn

HedongHaoHao homework 2 https://github.com/HedongHaoHao/MMPretrain-fruit30-

HedongHaoHao avatar Jun 10 '23 06:06 HedongHaoHao

许琛 https://github.com/xuchengithub/mmpratain-camp/tree/main

xuchengithub avatar Jun 10 '23 14:06 xuchengithub

cokedong https://github.com/CokeDong/OpenmmlabAICamp/tree/main/homework2

CokeDong avatar Jun 10 '23 16:06 CokeDong

北辰 https://github.com/fzd9752/2023OpenMMLabCamp2/blob/main/Homework2_MMPretrain_Classification_30fruits/hw2.ipynb

fzd9752 avatar Jun 11 '23 06:06 fzd9752

https://github.com/KylinCarol/MMPretrain

KylinCarol avatar Jun 11 '23 13:06 KylinCarol

https://github.com/luckystarzgc/homework/tree/main/homework2

luckystarzgc avatar Jun 11 '23 15:06 luckystarzgc

Tiaki https://github.com/wsnd/openmmlab_work/tree/main/02_fruit_classification

wsnd avatar Jun 11 '23 15:06 wsnd

https://github.com/ZHANGMENGCHEN-1/mmlab-homework/tree/main

ZHANGMENGCHEN-1 avatar Jun 12 '23 16:06 ZHANGMENGCHEN-1