本页为DUT-ICE《深度学习》《深度学习与算法设计》《科技论文写作》等课程教学收集，教学/科研目的可随意转载，水平有限，不足之处见谅。

Contents

• I. Paper Writing[General Guidelines]
  • Research & Writing, Latex, Language, Mathematics & Equation, Figures & Plots, BibTex & Reference, Grammar Mistakes & Typos, Supplementary Material, Others
• II. Paper Writing[Conference]
  • AI Conference Deadlines
  • Submission, Rebuttal, Paper Reading
• III. Paper Writing[Journal]
  • Cover Letter, Response Letter, Template
• IV. Online Reports & Slides
• V. Oral & Poster
• VI. Other Resources

I. Paper Writing[General Guidelines]

Research & Writing

• 🌟 像外行一样思考，像专家一样实践——科研成功之道[金出武雄] [GoogleDoc]

  • Public Lecture with Dr Takeo Kanade: Think like an Amateur, Do as an Expert: Fun Research in Computer Vision and Robotics：https://www.youtube.com/watch?v=0B9hhOTYa_I

• 🌟 学术研究，你的成功之道：凌晓峰/杨强，出版社: 清华大学出版社

• 🌟 做研究与写论文[周志华]：https://zhuanlan.zhihu.com/p/98747105

• 🌟 You and Your Research [Richard Hamming]：[Website][Video]

• 🌟 De-Mystifying Good Research and Good Papers [Fei-fei Li]：https://bigaidream.gitbooks.io/tech-blog/content/2014/de-mystifying-good-research.html

• 🌟Research Guidelines by Jan van Gemert：https://jvgemert.github.io/links.html

  • General Research/Writing/Template/Presentation/Poster/Reviewing/Rebuttal/...

• 科学写作与哲学[黄经纬]：

  • 九阴真经上卷——论文方法论
  • 九阴真经下卷-论文实操-CVPR 9999 Best Paper——《一种加辣椒的番茄炒蛋》

• 在做算法工程师的道路上，你掌握了什么概念或技术使你感觉自我提升突飞猛进？[高赞回答]：https://www.zhihu.com/question/436874654/answer/1808192248

• Others:

  • How to do good research, get it published in SIGKDD and get it cited![Eamonn Keogh]
  • A Survival Guide to a PhD[Andrej Karpathy]
  • Ph.D.s from the Faculty's Perspective
  • PHD Comics：https://phdcomics.com/

Latex

• 🌟 Overleaf：https://www.overleaf.com/

  • Learn LaTeX in 30 minutes: https://www.overleaf.com/learn/latex/Learn_LaTeX_in_30_minutes

• 一份其实很短的 LaTeX 入门文档：https://liam.page/2014/09/08/latex-introduction/

• LaTeXStudio：[Homepage][Github][B站]

Language

• The Elements of Style：http://www.jlakes.org/ch/web/The-elements-of-style.pdf [豆瓣评论]

• The Academic Word List：https://www.wgtn.ac.nz/lals/resources/academicwordlist

  • AWL Sublist Families
  • AWL Headwords
  • AWL Most Frequent Words in Sublists

• https://github.com/beacandler/awesome-cv-writing [A very interesting collection and summary]

Mathematics & Equation

• A Brief Introduction to Mathematical Writing：https://jmlr.csail.mit.edu/reviewing-papers/knuth_mathematical_writing.pdf

• Mathematical Writing：http://jmlr.csail.mit.edu/reviewing-papers/knuth_mathematical_writing.pdf

• 公式编辑器推荐！研究生写论文必备神器[知乎]: https://zhuanlan.zhihu.com/p/336084313

• Annotated Latex Equations: https://github.com/synercys/annotated_latex_equations

  • 工具|Latex 公式中添加漂亮的注释，写论文的同学们用起来！

Figures & Plots

• Examples：
  • python可视化（案例）高颜值图的复现（学术论文、商业周刊）[CSDN]：https://blog.csdn.net/weixin_43636051/article/details/108701550
• Others：
  • 你值得拥有！8款科研论文做图软件[知乎]：https://zhuanlan.zhihu.com/p/134045056
  • 科研论文中用什么软件作图最好？[知乎讨论]：https://www.zhihu.com/question/27172510/answer/2109849277
  • 如何在论文中画出漂亮的插图?[知乎讨论]：https://www.zhihu.com/question/21664179
  • 50种Matplotlib科研论文绘图合集，含代码实现[知乎]：https://zhuanlan.zhihu.com/p/220345912
  • 你在科研中用什么软件作图？能展示一下吗？[知乎]：https://www.zhihu.com/question/268877581/answer/2277678667
  • 论文中对比实验作图利器：MulimgViewer（多图像浏览器）: [知乎][Github]
  • 论文绘图神器来了：一行代码绘制不同期刊格式图表，哈佛博士后开源[量子位/知乎]：https://zhuanlan.zhihu.com/p/151642250

BibTex & Reference

• BibTex: http://www.bibtex.org/
• BibTeX Templates[Staf,MIT]: http://web.mit.edu/rsi/www/pdfs/bibtex-format.pdf
• Bibliography Management with BibTex[Overleaf]：https://www.overleaf.com/learn/latex/bibliography_management_with_bibtex
• [Writing Tips-bib🌟]：https://github.com/wangdongdut/PaperWriting/blob/master/Writing%20Tips-bib.docx
• 全网最全·文献管理软件[知乎]：https://zhuanlan.zhihu.com/p/146484505

Grammar Mistakes & Typos

• ⭐Checklist before Submitting a Journal Paper: http://staff.ustc.edu.cn/~jpq/writing/checklist.pdf

• Language Editing Tools：

  • Grammarly：https://www.grammarly.com/
  • ComposAI：https://www.compos.ai/
  • Ginger：https://www.gingersoftware.com/
  • LanguageTool：https://languagetool.org/
  • Many Others：[1]，[2]，[3]，...

• Professional Language Editing：American Journal Experts, Elsevier Webshop, SpringerNature Language Editing, Wiley Editing Services, ...

Supplementary Material

• Source Codes:

  • ⭐Linus Torvalds Quote: “Talk is cheap. Show me the code.”⭐
  • The best supplementary material may be the executable codes, thus, you can easily answer reproducibility.

• Spotlight Slides:

• Detailed Derivation & Descriptions:

• High-resolution and Vivid Images, Cartoon & Videos:

Others

• ⭐Deep Paper Gestalt：https://github.com/vt-vl-lab/paper-gestalt [知乎]

II. Paper Writing[Conference]

Submission

• How to write a good CVPR submission[Bill Freeman]：https://billf.mit.edu/sites/default/files/documents/cvprPapers.pdf 2018-version

• How to write a good paper(Jitendra Malik)：https://www.cc.gatech.edu/~parikh/citizenofcvpr/static/slides/malik_write_good_paper.pdf

• NIPS paper evaluation criteria：http://nips07.stanford.edu/NIPS-evaluation.html

• Tips on publishing in NIPS, ICML or any top tier conferences for ML：https://www.reddit.com/r/MachineLearning/comments/3x3urc/tips_on_publishing_in_nips_icml_or_any_top_tier/

• Research Guidelines by Jan van Gemert：https://jvgemert.github.io/links.html

  • General Research/Writing/Template/Presentation/Poster/Reviewing/Rebuttal/...

• More Resources：See Online Reports & Slides

Review

• Discussions in Top-tier Conferences⭐

  • Reviewing the Review Process(ICCV2021): https://sites.google.com/view/reviewing-the-review-process/
  • How to write a good review?(CVPR2020): https://sites.google.com/view/making-reviews-great-again/

• Reviewing Papers: A Student Guide[Robin Murphy]

• Reviewing A CS Conference Paper[Stephen Mann]

• 同行评审：如何成为一名优秀的审稿人[知乎]

• 做学术期刊的审稿人是怎样的体验?[知乎讨论]

Rebuttal

• 浅谈学术论文Rebuttal[魏秀参]：https://zhuanlan.zhihu.com/p/104298923

• 学术论文投稿与返修（Rebuttal）分享[叶茫]：https://zhuanlan.zhihu.com/p/344008879

• 如何写学术论文的Rebuttal?[知乎讨论]：https://www.zhihu.com/question/32055996

• 怎样写计算机会议的Rebuttal：https://qiyuhua.github.io/%E5%AD%A6%E4%B9%A0/2013/05/17/rebuttal.html

• How to Write A Rebuttal of Paper Review：https://stephenxichen.wordpress.com/2014/01/21/how-to-write-a-rebuttal-of-paper-review/

• 论文得分低、濒临被拒不要慌，18条Rebuttal小贴士助你说服评审和AC：https://medium.com/@deviparikh/how-we-write-rebuttals-dc84742fece1

• VALSE Student Webinar 坐而论道or绝地反击：如何进行一次成功的Rebuttal？[Valse20220123][视频-P1][视频-P2][视频-P3][活动主页]

Paper Reading

• How to Read a Paper[S. Keshav]：http://blizzard.cs.uwaterloo.ca/keshav/home/Papers/data/07/paper-reading.pdf

• Reading Research Papers[Andrew Ng, Stanford CS230]

• 深度学习论文精读[李沐]：https://github.com/mli/paper-reading

• ReadPaper论文阅读[沈向洋团队]：https://space.bilibili.com/1706874133

  • 在线论文阅读平台ReadPaper：https://readpaper.com/

• Best Paper Awards in Computer Science：https://jeffhuang.com/best_paper_awards/

III. Paper Writing[Journal]

Cover Letter

• How to Write the Best Journal Submission Cover Letter

• Writing a cover letter for journal submission

Response Letter

• How to Write an Effective Response Letter to a Journal Editor and Reviewers

• Writing Effective Revision Response Letters[Niklas Elmqvist]

• Reviewing Papers and Writing Response Letters[Elena Parmiggiani]

• Apply More Time for Journal Revision

Template

• IEEE Transcations
• Elsevier Latex
• Springer Latex

IV. Online Reports & Slides

智源大会·科研技能提升讲座[2021]

• 如何撰写高质量科技论文[刘洋]：https://www.bilibili.com/video/BV1QK4y1g71C
• 审稿视角下的计算机视觉论文——从投稿到接收[施柏鑫]：https://www.bilibili.com/video/BV1p64y1R7JP

智源论坛·论文写作专题报告会[2020]

• 论文写作小白的成长之路[蓝艳艳]：https://www.bilibili.com/video/BV1n7411o7dU?p=1
• 计算机视觉会议论文从投稿到接收[施柏鑫] https://www.bilibili.com/video/BV1n7411o7dU?p=2
• 谈如何写一篇合格的国际学术论文[赵鑫]：https://www.bilibili.com/video/BV1n7411o7dU?p=3

资深专家/优秀学生聊研究，写/审论文 🌟

• VALSE Student Webinar 坐而论道or绝地反击：如何进行一次成功的Rebuttal？[Valse20220123][视频-P1][视频-P2][视频-P3][活动主页]
• VALSE Student Webinar 论文写作那些事儿[Valse20220113][视频-P1][视频-P2][视频-P3][视频-P4][活动主页]
• VALSE Webinar 如何做出高水平的科研工作？--来自顶会AC/PC的观点[Valse20210407][视频链接][活动主页]
• CVPR 2020 论文分享会 | 顶会主席聊“计算机视觉研究那些事”[微软亚洲研究院202006][视频链接]
• VALSE webinar 如何写/审AI领域的论文[Valse20200710][视频链接][Panel讨论]

How to be a Good Citizen of the CVPR Community [Slides&Video]

• Part1：https://www.youtube.com/watch?v=MKUCz_3Ee0A; https://www.bilibili.com/video/BV1NE411k7fd?from=search&seid=7907270681252177406
• Part2：https://www.youtube.com/watch?v=4LEZED1YXm0; https://www.bilibili.com/video/BV1NE411k7Z9?from=search&seid=7907270681252177406
• Part3：https://www.youtube.com/watch?v=imEtTnQKt4M；https://www.bilibili.com/video/BV1m441117zc?from=search&seid=7907270681252177406

How to Get Your CVPR Paper Rejected [Ming-Hsuan Yang]

• Slides，Video
• How to Get Your SIGGRAPH Paper Rejected[Jim Kajiya]

Academic resource [Simon Peyton Jones, Microsoft.com]

• How to Write A Great Research Paper
• How to Write A Great Research Proposal
• How to Give a Great Research Talk

Others

• Notes on Writing Research Papers[Charles Elkan]
• 撰写学术论文的经验和教训[山世光]
• How to Write A Computer Science Paper
• 从IEEE汇刊主编视角看如何提升科技论文质量[过敏意]
• Scientific Paper Writing from Ming-ming Cheng
• 如何提高英文的科研写作能力[施一公]：转自施一公科学网博客
• “侯沉，你的论文充斥着垃圾”： 浅谈英文科研写作：转自候沉科学网博客
• 发顶会论文，怎么就那么难？：转自微软研究院AI头条

V. Oral & Poster

• 如何制作一张好的学术海报(poster)？[知乎讨论]

• 懒人制作学术会议Oral/Spotlight Video指南

• Poster范例

  • Poster Template from Prof. Bolei Zhou：https://github.com/zhoubolei/poster_template
  • 🌟 VALSE：Valse2021 Poster PDFs

VI. Other Resources

• https://github.com/secdr/research-method
• https://github.com/taopanpan/CasitLab
• PaperRobot: Incremental Draft Generation of Scientific Ideas：Very Interesting!
• Getting Started in Computer Vision Research，计算机视觉研究入门全指南
• [如何做研究][如何写论文][CSDN]