45x Filetype PPTX File size 1.35 MB Source: imt.xmu.edu.cn
Outline
• Identify and Develop Your Topic
• Do A Preliminary Search for Information
• Coming Up with Ideas
• Evaluate
• Write Your Paper
• Rebuttal/Response to Reviewers
Identify and Develop Your Topic
First step; Most challenging part
• Select a topic within the set by instructor
• Select a topic of personal interest to you and learn more about it
CVPR/ICCV/ECCV/ICML/NeurIPS/ICLR/TPAMI/TIP/JMLR
If you find too much information, you may need to narrow your topic;
If you find too little, you may need to broaden your topic.
Do A Preliminary Search for Information
• Find related works from top conferences/journal
CVPR/ICCV/ECCV/ICML/NeurIPS/ICLR/TPAMI/TIP/JMLR
• Follow the works of popular researchers
• Track papers from the citations of hot works
• It is better to find a good baseline and start your work based on it
Coming Up with Ideas
• Know the task very well
1. What are the remaining challenges/problems?
2. What are the drawbacks of existing methods?
• Ideas should be task related
• Get your ideas from other tasks
• Discuss with your advisor and others
Evaluate
• Slow down to speed up
• Use a reliable evaluation code
• Fair comparison to state-of-the-art
• Analyze the experimental results
1. Why it works well? Why it does not work?
(Do not say it does not work without analysis)
2. Ablation study, parameters evaluation
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