open-mmlab / OpenMMLabCamp

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【AI实战营第二期】第二次作业提交02班 #116

Open Hongru0306 opened 1 year ago

Hongru0306 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
  6. 需提交的验证集评估指标(不能低于 60%) ResNet-50 img1

    数据集下载:

    链接:(https://pan.baidu.com/share/init?surl=YgoU1M_v7ridtXB9xxbA1Q) t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.

weijia99 commented 1 year ago

https://github.com/weijia99/camp-lab-assignment/tree/master/assign2

Zhihao-z commented 1 year ago

https://github.com/MAMOB/OpenMMLabCamp-MAMBO

douling843 commented 1 year ago

https://github.com/douling843/Resnet50_fruit30

Alias-z commented 1 year ago

https://github.com/Alias-z/mmcamp2023/tree/main/Assignment2

JMcarrot commented 1 year ago

https://github.com/JMcarrot/mm_practice/tree/main/task2_6.9

1142328359 commented 1 year ago

https://github.com/1142328359/MMlab-learn/tree/main/mmpretrain-lesson2

AIR-JIANG commented 1 year ago

https://github.com/AIR-JIANG/mmpretrain_test

kv-chiu commented 1 year ago

https://github.com/kv-chiu/Fruit-Classification