Crawling-CV-Conference-Papers

News

2021-6-21 Support CVPR-2021

Download all CVPR-2021 papers in one click. Just set the local download directory in download_cvpr2021.py and run it! Don't forget to have your chrome driver ready (i.e., corresponding version to your Chrome browser)

cvpr2021_examples

2021-6-20 Support continuation of downloading from where the program encounters interruption. (prevent re-downloading from scratch)

Introduction

Python code to crawl computer vision papers from top CV conferences. Currently it supports CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, SIGGRAPH. It leverages selenium, a website testing framework to crawl the titles and pdf urls from the conference website, and download them one by one with some simple anti-anti-crawler tricks.

Websites for older conferences are not guaranteed to be bug-free, since this project is based on newest website structure.

Recommend to work with Mendeley. You will get a juicy academic corpus.

mendeley

Currently only single-thread downloading is implemented. Therefore the downloading for thousands of papers would be slow (takes several hours). It is suggested that you run the script before bed and it would be finished when you get to work again :)

Multi-thread downloading will be coming soon!

Requirements

pip install selenium, slugify

Besides, downlowd chromedriver.exe from the link to any local path you favour.

Usage

To execute the crawler, you could run download.py or download.ipynb (Basically the same). Before the execution, some paths need to be set up, including:

conference = 'neurips'
conference_url = "https://papers.nips.cc/paper/2019" # the conference url to download papers from
chromedriver_path = '.../chromedriver.exe' # the chromedriver.exe path
root = './NeurIPS-2019-ALL' # file path to save the downloaded papers

Here are some conference url examples:

cvpr: https://openaccess.thecvf.com/CVPR2020 (CVPR 2020)
eccv: https://openaccess.thecvf.com/ECCV2018 (ECCV 2018) (changed in 2020)
eccv: https://www.ecva.net/papers.php (ECCV 2020) 
iccv: https://openaccess.thecvf.com/ICCV2019 (ICCV 2019)
icml: http://proceedings.mlr.press/v119/ (ICML 2020)
neurips: https://papers.nips.cc/paper/2020 (NeurIPS 2020)
iclr: https://openreview.net/group?id=ICLR.cc/2021/Conference (ICLR 2021)
siggraph: https://dl.acm.org/toc/tog/2020/39/4 (SIGGRAPH 2020)

Replace the url and the conference names with your choice.

If you want to crawl papers from other conference website, all you need to do is to write a retrieve function like the ones in retrieve_titles_urls_from_websites.py, to parse html code and retrieve the paper titles and pdf urls into two lists.

Others

Warnings: It is heard that crawling from conference websites might cause a banning of your IP (hasn't happened to me so far). Not sure of the risk.

Warnings: This project is for learning purpose only. Do not crawl the same website frequently, which will burden the server.

Welcome to submit a pull request if there is any bugs or if you would like to add support to other conferences!