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【AI实战营第二期】第二次作业提交15班

Open WDQGO opened this issue 2 years ago • 11 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

4

作业数据集下载:

  • 链接:https://pan.baidu.com/s/1YgoU1M_v7ridtXB9xxbA1Q
  • 百度网盘地址
  • 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

WDQGO avatar Jun 06 '23 10:06 WDQGO

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]

评论github仓库链接,格式尽量为”[task]班级+微信昵称+仓库链接”,如下:

[task2]15班+蟹老板+https://github.com/CrabBoss-lab/openmmlab-Camp/tree/master/02-mmpretrain-task

Whale-Yu avatar Jun 06 '23 11:06 Whale-Yu

[task2]15班+Roger_lv+https://github.com/Rogerlv51/OpenMMlab_HW/tree/master/lab_second_assignment

Rogerlv51 avatar Jun 07 '23 02:06 Rogerlv51

[task2]15班+犇犇张+https://github.com/HuaiyuZhang/DeepLearning/tree/main/OpenMMLab-Camp/Assignment_2_MMPretrain_Fruit

HuaiyuZhang avatar Jun 07 '23 23:06 HuaiyuZhang

[task2] 15班+Donny: https://github.com/Dolijun/mmcamp2_assignment/tree/main/02_mmpretrain_assign

Dolijun avatar Jun 08 '23 13:06 Dolijun

[task2] 15班+WDQGO: https://github.com/WDQGO/openmmLabCamp2_assignment/tree/main/mmpretrain

WDQGO avatar Jun 08 '23 14:06 WDQGO

[task2] 15班+鸟雀呼晴: https://github.com/nqhq-lou/OpenMMLabCamp2023S/tree/main/mmpretrain

zekunlou avatar Jun 09 '23 08:06 zekunlou

15班+fwherr:https://github.com/fwherr/mMPretrain

fwherr avatar Jun 10 '23 13:06 fwherr

[task2] 15班+超级蛋:https://github.com/superegg-M/OpenMMLabCamp/tree/master/task2_MMPretrain

superegg-M avatar Jun 11 '23 15:06 superegg-M

[task2]15班+Lightchaser+https://github.com/gao-sp/OpenMMlab-Project/tree/main/Project%202

gao-sp avatar Jun 11 '23 18:06 gao-sp