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PKU_Weekly_Summary_repo

2022-07-19

Time: 2022-7-11 to 2022-7-19

Job Description:

[Course Learning]

  1. Learn CS231n and complete Assignment1 ~3;

[Code learning]

Detecron2 Basic operation;

  1. Learn demo.py line by line;

  2. Learn the writing method of Detecron2 configuration file;

  3. Configure PyCharm for remote debugging.

2022-07-27

Time: 2022-07-20 to 2022-07-26

Job Description:

[Paper Implementation]

  1. [CVPR-2016] Ordinal Regression with Multiple Output CNN for Age Estimation

What do I learn from this work: The better loss the better performance. It's a must to find the nature of the problem and choose a loss to train the neural network.

  1. Wide Residual Networks

What do I learn from this work: The backward gradient sometimes may not update all the parameters of depth neural network. A wider one can make a good use of every gradient.

  1. [CVPR-2017] Predicting Ground-Level Scene Layout from Aerial Imagery

What do I learn from this work: Use Spatial Transformer like network to learn the transform from aerial to ground to better extract the feature.

[Paper Reading]

  1. [CVPR-2022] ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification

2022-08-02

Time: 2022-07-27 to 2022-08-01

Job Description:

[Paper Implementation]

  1. Implementation of Relation Networks for Object Detection

2022-08-09

Time: 2022-08-02 to 2022-08-09

Job Description:

[Paper Implementation]

  1. Implementation of Relation Networks for Object Detection V2

[Paper Reading]

  1. Read 5 papers from CVPR2022 Oral

2022-08-30

Time: 2022-08-16 to 2022-08-30

Job Description:

[Paper Reading]

  1. Read 5 papers about backbone from CVPR2022

2022-09-06

Time: 2022-08-31 to 2022-09-06

Job Description:

[Survey about Video Segmentation]

  1. Read 16 papers on Video Segmentation

  2. Write a survey on Video Segmentation: Task and Performance Metric

[Paper Reading]

  1. Read 5 papers from CVPR2022

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