The ppt are from Doctor. Liao yiyi

Idea - What makes a good paper?

• Surprising conclusions/ inspiring ideas 【Occupancy Networks, CVPR 2019】
• Solving a challenging task 【Neural Recon in the wild, SIGGRAPH】

Novelty

• Novel task 【Polymorphics-GAN， CVPR 2022】
• Novel pipeine 【Deep marching cubes, CVPR 2018】
• Novel module 【ConvONet, ECCV 2020， spotlight】
• Novel loss 【mipNeRF 360, CVPR 2022， oral】【LipMLP, SIGGRAPH2022】

Full paper

goog paper

The heatmap generated by class activation mapping [24] highlights regions specific to good papers, e.g., teaser figures in the first page for illustrating the main ideas, tables/plots showing a sense of thoroughness in experimental validation, impressive math equations, and arrays of colorful images for qualitative results from benchmark datasets.

bad paper

(Top) Failing to fll the paper into a full eight-page paper is a discriminativevisual cue for bad paner(Bottom) The generated heatmaps focus on the top-right corner of the first page. This suggests that the absenceof illustrative figures in the first two pages may cause the paper more difficult to understand.

Teaser

Result

Key idea

Comparision

Introduction

Treat readers as guests visiting your house

Related work

Method

overview figure

• Include full architecture, loss functions, training + inference, (forward +
  backward)
• Use math symbols + text, coherent with equations in the main paper
• Detailed caption. Readers should be able to understand the method after reading the figure + caption
  
  

content

• Pyramid Sructure
• Start the section with an overview of the method
• Start every paragraph with the key message（中心句放最最前面）
• Same text cannot be repeated, but the same message can be repeated with different representations (such as equation, figure)
• Implementation Details (mentioning important ones, more detailed
  information can be provided in supplementary)

Experiments

• All claims should be supported
• Always ask yourself whether a claim needs an experiment for support or not when writing introduction
• content
  • 4.0
    - Datasets
    - Baseline
    -
  • 4.1 comparision to SOAT
  • 4.2 ablation study
• Have a toy example to explain the method if possible
• Ablation study, show quantity and quality results
• Mention key messages in the figure/table caption
• Write a python scripts for generating tables and figures. Do it early
• Analyze the results! Why is your method better? why dose the baseline fail?\
• 每个表格表达一条信息
  

Supplementary

• Most accepted papers come with supplementary materials
• PDF, video (<3min), or both
• Referring to supp. mat. in the main paper

Before submission

• Read the paper multiple times before submission!
• Proof-reading by colleagues
• A good paper: whenever a question can be raised, the answer is provided in a few sentences
• Use the same terminology for the same concept
• Think from the perspective of the reviewers
• Check paper for standard errors:
  • incorrect mathematics/reasoning/experiment: is this right?
  • omitted material (experiment/context/citations): s stuff missing?
  • done before: if so, by whom? why is this not different?
  • not worth doing: why?

language

English writing courses
Chinese-english-problem

Tools

• Inkscape
• Textext, insert formula
• Blender
  • blendviz
• Language
  • Chat-GPT
  • Grammarly
  • Wordtune
• Latex
  • shortcuts.tex (下载arxiv的源文件）
  • bibliography.tex
  • bibliography_long.tex
  • https://www.tablesgenerator.com/