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Thesis landing strategy | how to get started quickly in academic thesis writing
2022-07-07 04:33:00 【zenRRan】
Generally speaking, the thesis is the help of undergraduate and master's admission , It is also the hard currency of academia , It is also a bonus and a stepping stone for future work .
The writing of thesis is for many students , It's a challenge . Some students don't know how to choose a topic for their thesis , More students are not clear about the requirements of graduation thesis writing , I don't know where to start , I often worry about my graduation thesis .
Me and some CVPR、ECCV The reviewer chatted at the top meeting , The summary output is shown below , Hope to enlighten you .
Sweep code 0.1 Yuan to collect
《 Top reviewer thesis writing dry goods 》
The writing of the thesis is divided into four orders : Reading papers → Identify innovations →Coding/ experiment → Thesis writing .
01
Reading papers
The premise of publishing papers is to read a lot of papers !!! Literature reading is divided into three stages , Find the direction at the beginning , Medium term key breakthroughs , In the later stage, he dabbled extensively .
Reading papers at the initial stage requires intensive reading word by word , The direction need not be strictly limited , You can read all the paper chains involved in the papers you are interested in . A paper takes one day , English papers + Chinese sharing , Number of papers read in the early stage 30 Article above , It can improve the reading ability of academic English and the accumulation of professional terms .
During the mid-term reading of papers, we should focus on intensive reading , Strictly limit the research direction and the paper chain involved . The time of key papers should be controlled in half a day , A general paper is an hour , Repeat key papers + Source code learning , The best number of reading papers is 10 Article above . Understand the evolution of learning technology 、 Learning method innovation and sorting innovation method chain .
A few intensive reading in the later stage + Extensive reading , No direction , Focus on your own direction + Dabbling direction .
Focus on the paper for two hours , General paper for half an hour , Follow the latest development of research , Understand the general progress in other directions , Think about the introduction and grafting of innovative points .
《 Top reviewer thesis writing dry goods 》
0.1 Yuan to collect
02
Identify innovations
You can determine the innovation of your paper from the following four aspects :
1. Changes to data sets : noise 、 Geometric transformation 、 Occlusion 、 Light conditions 、 Scenario dependency
2. The problem with the model : Model volume 、 Speed of reasoning 、 Convergence difficulty 、 Non end to end 、 Post processing optimization
3. Structural replacement :transformer、FCN、AE、
4. Application of specific scenarios : The general model considers generalization ability — Consider specificity for specific applications . Such as night detection 、 Underwater detection 、 Fish eye camera detection .
《 Top reviewer thesis writing dry goods 》
0.1 Yuan to collect
The other is to remember A+B+C/2.5 The laws of
A: The inherited innovation of this research direction ( Natural evolution )
B: Existing methods in other directions ( Grafted to other tasks )
C: Innovation in detail ( Data to enhance / Data sets / Loss function design )
For example, the following article CVPR2021: CutPaste, The use is A+B+C/2.5 The laws of .
A: Natural evolution cutout—cutpaste+B: Existing methods Self supervised learning pretask For anomaly detection +C: Detail innovation Gaussian probability density estimation (GDE) Abnormal judgment
(CVPR2021: CutPaste)
《 Thesis writing guidance materials 》
0.1 Yuan to collect
03
Coding/ experiment
principle :1 The code of this paper is reproduced ( At least understand the code implementation )>> Run through multiple projects demo
1. find baseline The code of the paper ;
2. stay baseline Minimize the implementation of the desired function on the code ;
3. Gradually realize the final functional code , At the same time, the implementation verifies the effect of each part of the design .
04
Thesis writing
01: Writing strategies :
choice 2 About model essay , To analyze the structure of the paper (Introduction)、 Key words and sentences (Related Work)、 Language style (Method)、 Experimental design (Experiment)、 Drawing style (Conclusion) And story design (References).
02: Thesis writing skills
(1) Thesis writing skills —— Pay attention to the title
- use ⼀ In a word, summarize the work you have done
- Consider the impact of search engines , Include keywords
- It can be novel
(2) Thesis writing skills —— Home page plus pictures
(3) Thesis writing skills —Introduction Direct column contribution
- There is no need to introduce how the various parts are organized ;
- Directly speaking, what contributions have been made ;
- Indicate the contribution position .
Here is also prepared for you 《 Top reviewer thesis writing dry goods 》, After reading it all , It's nothing to write an excellent paper .
Sweep code 0.1 Yuan to collect
《 Top reviewer thesis writing dry goods 》
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