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ai_paper_collector's Introduction

AI_paper_collector

A simple, lightweight, easy use pythonic AI Conference paper collector.

Too long to read:

Open Manual_total.xlsx, all crawled papers are listed in there.

Guidence for effcient search in EXCEL:

与:条件在同一行
或: 条件在不同行
不包含: <>*包含字符*
包含: *包含字符* 
注意:条件不加引号

Collected Conferences& Journals

Conferences

Conferences 2018 2019 2020 2021 2022
AAAI 🐛
CVPR
ICCV
ECCV
ICLR
ICML
IJCAI
NIPS

Journals

Journals
AI
TPAMI
TNN

Environment:

  • Scrapy
  • Selenium
  • Peewee (ORM framework for SQLite)

How to Run

One Command to get all

We offer a shell script to crawl all Conferences' papers.

We assuming your start path is this repo's directory.

After your environment is ready, just run:

cd spider_conference
bash ./crawl.sh

CSV files will be created under project path.

If you just want to crawl Specific Conferences' paper, run:

scrapy crawl <CONFERENCE_NAME>

you can find <CONFERENCE_NAME> in crawl.sh

CSV to XLSX

After collect all conferences, go to project path, run:

python csv2xlsx.py

and you will get Collector.xlsx, containing all papers.

Structure:

  • Use scrapy to get paper infos from denoted Conference urls, for example title, abstract, etc.
  • Save these infos into CSV files, or lightweight sqlite3 database.
  • Offer tools to get papers we want from database, convert into excel format (In the furture).

Develop Resources

This chapter records resources for developing a spider program.

Spider

SQL&SQL ORM

Website

BUG?

  • Abstract in two record in ECCV.csv is spliced into multiple lines, need manual correction.

    In csv, find :

    angle$ triplet needs to be maintained correctly. For example
    
    ho$. Furthermore
    

    to see these two bad records.

  • AAAI: collect over 1000 more records than published, indicating that some records are splited in to multiple rows.

  • NIPS: when write into csv file, there is some records' chaos.

    image-20211117140907657

    • Possible Problem:

      Excel encoding should be saved and opened in UTF-8 encoding.

      Content of these record make an error when opening the CSV format file.

Future

  • Finish all listed conferences' spider
  • Add sql support
  • Create a tiny website, with UI and some search tools.

ai_paper_collector's People

Contributors

dercaft avatar

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