open-mmlab / OpenMMLabCamp

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【AI实战营第二期】第二次作业提交01班 #107

Closed Lum1104 closed 1 year ago

Lum1104 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
      Home work

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.

jianyuhaohai commented 1 year ago

task2:https://github.com/jianyuhaohai/task2.git

Lum1104 commented 1 year ago

@jianyuhaohai 挺好的,下次可以试着根据12345任务在做的时候留下截图之类的记录,方便以后回忆~

songty21110133 commented 1 year ago

https://github.com/songty21110133/OpenMMLabCamp/tree/master/task2

wuwulin commented 1 year ago

https://github.com/wuwulin/OpenMMlabCamp

zhjunqin commented 1 year ago

https://github.com/zhjunqin/openmmlab-learning/tree/master/task2

yinfan98 commented 1 year ago

homework2:https://github.com/yinfan98/OpenMMLabCamp-homework2/tree/main

nicekwow commented 1 year ago

https://github.com/nicekwow/MM_AI_training-camp/blob/main/task2.md

dingkwang commented 1 year ago

https://github.com/dingkwang/OpenMMLabCamp/tree/main/projects/hw_2_mmpretrain