René's URL Explorer Experiment

Title: GitHub - wbshm/verify_code: 搭建项目：https://github.com/nickliqian/cnn_captcha · GitHub

Open Graph Title: GitHub - wbshm/verify_code: 搭建项目：https://github.com/nickliqian/cnn_captcha

X Title: GitHub - wbshm/verify_code: 搭建项目：https://github.com/nickliqian/cnn_captcha

Description: 搭建项目：https://github.com/nickliqian/cnn_captcha. Contribute to wbshm/verify_code development by creating an account on GitHub.

Open Graph Description: 搭建项目：https://github.com/nickliqian/cnn_captcha. Contribute to wbshm/verify_code development by creating an account on GitHub.

X Description: 搭建项目：https://github.com/nickliqian/cnn_captcha. Contribute to wbshm/verify_code development by creating an account on GitHub.

Opengraph URL: https://github.com/wbshm/verify_code

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:279cbca2-e777-57c9-dc6c-f8a91417ba8b
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	A716:2C1EC0:1349480:1B8D127:6A5A1E4E
html-safe-nonce	75efc15fb37b1304bda1c56ed1b67fb85fef846b54e9be59ca9e16a1e4e42a38
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBNzE2OjJDMUVDMDoxMzQ5NDgwOjFCOEQxMjc6NkE1QTFFNEUiLCJ2aXNpdG9yX2lkIjoiODk3MDA0NDI3MTgzNjY2NzQ3MCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	af7c4d9e6b35dec8bcd20a6cd5194f31211defaf3923c7f5397942174c55cf5b
hovercard-subject-tag	repository:259486394
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/wbshm/verify_code
twitter:image	https://opengraph.githubassets.com/2efa89a8ddf8f691d59ebdb491d46fb941754b314299b2f38c05e4abf65c6e8e/wbshm/verify_code
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/2efa89a8ddf8f691d59ebdb491d46fb941754b314299b2f38c05e4abf65c6e8e/wbshm/verify_code
og:image:alt	搭建项目：https://github.com/nickliqian/cnn_captcha. Contribute to wbshm/verify_code development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	e31742e80bbd077fd5679c13ed870ce4e0c13803a2fa5beaae557b6769de2c8a
turbo-cache-control	no-cache
go-import	github.com/wbshm/verify_code git https://github.com/wbshm/verify_code.git
octolytics-dimension-user_id	14356827
octolytics-dimension-user_login	wbshm
octolytics-dimension-repository_id	259486394
octolytics-dimension-repository_nwo	wbshm/verify_code
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	259486394
octolytics-dimension-repository_network_root_nwo	wbshm/verify_code
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	c9fcdbf98c619d1561ed843fa01d9766a32b5cd9
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/wbshm/verify_code#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fwbshm%2Fverify_code
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
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Documentation	https://docs.github.com
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DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
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View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
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Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
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Topics	https://github.com/topics
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Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fwbshm%2Fverify_code
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=wbshm%2Fverify_code
Reload	https://github.com/wbshm/verify_code
Reload	https://github.com/wbshm/verify_code
Reload	https://github.com/wbshm/verify_code
wbshm	https://github.com/wbshm
verify_code	https://github.com/wbshm/verify_code
Notifications	https://github.com/login?return_to=%2Fwbshm%2Fverify_code
Fork 0	https://github.com/login?return_to=%2Fwbshm%2Fverify_code
Star 1	https://github.com/login?return_to=%2Fwbshm%2Fverify_code
Code	https://github.com/wbshm/verify_code
Issues 0	https://github.com/wbshm/verify_code/issues
Pull requests 10	https://github.com/wbshm/verify_code/pulls
Actions	https://github.com/wbshm/verify_code/actions
Projects	https://github.com/wbshm/verify_code/projects
Security and quality 0	https://github.com/wbshm/verify_code/security
Insights	https://github.com/wbshm/verify_code/pulse
Code	https://github.com/wbshm/verify_code
Issues	https://github.com/wbshm/verify_code/issues
Pull requests	https://github.com/wbshm/verify_code/pulls
Actions	https://github.com/wbshm/verify_code/actions
Projects	https://github.com/wbshm/verify_code/projects
Security and quality	https://github.com/wbshm/verify_code/security
Insights	https://github.com/wbshm/verify_code/pulse
	https://github.com/wbshm/verify_code
Branches	https://github.com/wbshm/verify_code/branches
Tags	https://github.com/wbshm/verify_code/tags
	https://github.com/wbshm/verify_code/branches
	https://github.com/wbshm/verify_code/tags
3 Commits	https://github.com/wbshm/verify_code/commits/master/
	https://github.com/wbshm/verify_code/commits/master/
cnnlib	https://github.com/wbshm/verify_code/tree/master/cnnlib
cnnlib	https://github.com/wbshm/verify_code/tree/master/cnnlib
conf	https://github.com/wbshm/verify_code/tree/master/conf
conf	https://github.com/wbshm/verify_code/tree/master/conf
model	https://github.com/wbshm/verify_code/tree/master/model
model	https://github.com/wbshm/verify_code/tree/master/model
tools	https://github.com/wbshm/verify_code/tree/master/tools
tools	https://github.com/wbshm/verify_code/tree/master/tools
whl	https://github.com/wbshm/verify_code/tree/master/whl
whl	https://github.com/wbshm/verify_code/tree/master/whl
.gitignore	https://github.com/wbshm/verify_code/blob/master/.gitignore
.gitignore	https://github.com/wbshm/verify_code/blob/master/.gitignore
LICENSE	https://github.com/wbshm/verify_code/blob/master/LICENSE
LICENSE	https://github.com/wbshm/verify_code/blob/master/LICENSE
README.md	https://github.com/wbshm/verify_code/blob/master/README.md
README.md	https://github.com/wbshm/verify_code/blob/master/README.md
arial.ttf	https://github.com/wbshm/verify_code/blob/master/arial.ttf
arial.ttf	https://github.com/wbshm/verify_code/blob/master/arial.ttf
gen_2.py	https://github.com/wbshm/verify_code/blob/master/gen_2.py
gen_2.py	https://github.com/wbshm/verify_code/blob/master/gen_2.py
gen_sample_by_captcha.py	https://github.com/wbshm/verify_code/blob/master/gen_sample_by_captcha.py
gen_sample_by_captcha.py	https://github.com/wbshm/verify_code/blob/master/gen_sample_by_captcha.py
gen_sample_by_local.py	https://github.com/wbshm/verify_code/blob/master/gen_sample_by_local.py
gen_sample_by_local.py	https://github.com/wbshm/verify_code/blob/master/gen_sample_by_local.py
gen_sample_by_wangrq.py	https://github.com/wbshm/verify_code/blob/master/gen_sample_by_wangrq.py
gen_sample_by_wangrq.py	https://github.com/wbshm/verify_code/blob/master/gen_sample_by_wangrq.py
matplotlib-2.1.0-cp36-cp36m-win_amd64.whl	https://github.com/wbshm/verify_code/blob/master/matplotlib-2.1.0-cp36-cp36m-win_amd64.whl
matplotlib-2.1.0-cp36-cp36m-win_amd64.whl	https://github.com/wbshm/verify_code/blob/master/matplotlib-2.1.0-cp36-cp36m-win_amd64.whl
recognize_local.py	https://github.com/wbshm/verify_code/blob/master/recognize_local.py
recognize_local.py	https://github.com/wbshm/verify_code/blob/master/recognize_local.py
recognize_online.py	https://github.com/wbshm/verify_code/blob/master/recognize_online.py
recognize_online.py	https://github.com/wbshm/verify_code/blob/master/recognize_online.py
recognize_time_test.py	https://github.com/wbshm/verify_code/blob/master/recognize_time_test.py
recognize_time_test.py	https://github.com/wbshm/verify_code/blob/master/recognize_time_test.py
requirements.txt	https://github.com/wbshm/verify_code/blob/master/requirements.txt
requirements.txt	https://github.com/wbshm/verify_code/blob/master/requirements.txt
test_batch.py	https://github.com/wbshm/verify_code/blob/master/test_batch.py
test_batch.py	https://github.com/wbshm/verify_code/blob/master/test_batch.py
train_model.py	https://github.com/wbshm/verify_code/blob/master/train_model.py
train_model.py	https://github.com/wbshm/verify_code/blob/master/train_model.py
verify_and_split_data.py	https://github.com/wbshm/verify_code/blob/master/verify_and_split_data.py
verify_and_split_data.py	https://github.com/wbshm/verify_code/blob/master/verify_and_split_data.py
webserver_captcha_image.py	https://github.com/wbshm/verify_code/blob/master/webserver_captcha_image.py
webserver_captcha_image.py	https://github.com/wbshm/verify_code/blob/master/webserver_captcha_image.py
webserver_recognize_api.py	https://github.com/wbshm/verify_code/blob/master/webserver_recognize_api.py
webserver_recognize_api.py	https://github.com/wbshm/verify_code/blob/master/webserver_recognize_api.py
README	https://github.com/wbshm/verify_code
Apache-2.0 license	https://github.com/wbshm/verify_code
	https://github.com/wbshm/verify_code#cnn_captcha
nickliqian/darknet_captcha	https://github.com/nickliqian/darknet_captcha
	https://github.com/wbshm/verify_code#时间表
	https://github.com/wbshm/verify_code#20181112
	https://github.com/wbshm/verify_code#20181121
	https://github.com/wbshm/verify_code#20181124
	https://github.com/wbshm/verify_code#20181126
	https://github.com/wbshm/verify_code#20181206
	https://github.com/wbshm/verify_code#20181208
	https://github.com/wbshm/verify_code#20190219
	https://github.com/wbshm/verify_code#20190412
	https://github.com/wbshm/verify_code#20190601
	https://github.com/wbshm/verify_code#目录
1 项目介绍	https://github.com/wbshm/verify_code#项目介绍
1.1 关于验证码识别	https://github.com/wbshm/verify_code#关于验证码识别
1.2 目录结构	https://github.com/wbshm/verify_code#目录结构
1.3 依赖	https://github.com/wbshm/verify_code#依赖
1.4 模型结构	https://github.com/wbshm/verify_code#模型结构
2 如何使用	https://github.com/wbshm/verify_code#如何使用
2.1 数据集	https://github.com/wbshm/verify_code#数据集
2.2 配置文件	https://github.com/wbshm/verify_code#配置文件
2.3 验证和拆分数据集	https://github.com/wbshm/verify_code#验证和拆分数据集
2.4 训练模型	https://github.com/wbshm/verify_code#训练模型
2.5 批量验证	https://github.com/wbshm/verify_code#批量验证
2.6 启动WebServer	https://github.com/wbshm/verify_code#启动WebServer
2.7 调用接口识别	https://github.com/wbshm/verify_code#调用接口识别
2.8 部署	https://github.com/wbshm/verify_code#部署
2.9 部署多个模型	https://github.com/wbshm/verify_code#部署多个模型
2.10 在线识别	https://github.com/wbshm/verify_code#在线识别
3 统计数据	https://github.com/wbshm/verify_code#说明
3.1 训练数据统计	https://github.com/wbshm/verify_code#训练数据统计
3.2 压力测试	https://github.com/wbshm/verify_code#压力测试
4 开发说明	https://github.com/wbshm/verify_code#开发说明
5 已知BUG	https://github.com/wbshm/verify_code#已知BUG
	https://github.com/wbshm/verify_code#1-项目介绍
	https://github.com/wbshm/verify_code#11-关于验证码识别
Java验证全家桶	https://www.cnblogs.com/cynchanpin/p/6912301.html
示例	https://jcaptcha.atlassian.net/wiki/spaces/general/pages/1212427/Samples+tests
	https://github.com/wbshm/verify_code/blob/master/readme_image/jcaptcha1.jpg
	https://github.com/wbshm/verify_code/blob/master/readme_image/jcaptcha2.jpg
	https://github.com/wbshm/verify_code/blob/master/readme_image/jcaptcha3.jpg
例子	https://www.oschina.net/p/simplecaptcha
	https://github.com/wbshm/verify_code/blob/master/readme_image/SimpleCaptcha_1.jpg
	https://github.com/wbshm/verify_code/blob/master/readme_image/SimpleCaptcha_2.jpg
	https://github.com/wbshm/verify_code/blob/master/readme_image/SimpleCaptcha_3.jpg
例子	https://github.com/linghushaoxia/kaptcha
	https://github.com/wbshm/verify_code/blob/master/readme_image/Kaptcha_5.png
	https://github.com/wbshm/verify_code/blob/master/readme_image/Kaptcha_2.png
	https://github.com/wbshm/verify_code/blob/master/readme_image/Kaptcha_3.png
	https://github.com/wbshm/verify_code/blob/master/readme_image/patchca_1.png
	https://github.com/wbshm/verify_code/blob/master/readme_image/iCaptcha.jpg
	https://github.com/wbshm/verify_code/blob/master/readme_image/SkewPassImage.jpg
	https://github.com/wbshm/verify_code/blob/master/readme_image/Cage1.jpg
	https://github.com/wbshm/verify_code/blob/master/readme_image/Cage2.jpg
例子	https://github.com/nickliqian/cnn_captcha/blob/master/gen_image/gen_sample_by_captcha.py
	https://github.com/wbshm/verify_code/blob/master/readme_image/py_Captcha-1.jpg
例子	https://github.com/aboutmydreams/pycapt
	https://github.com/aboutmydreams/pycapt/raw/master/img/do4.png
文档	https://github.com/Gregwar/Captcha
文档	https://github.com/mewebstudio/captcha
	https://github.com/wbshm/verify_code#12-目录结构
	https://github.com/wbshm/verify_code#121-基本配置
	https://github.com/wbshm/verify_code#122-训练模型
	https://github.com/wbshm/verify_code#123-web接口
	https://github.com/wbshm/verify_code#13-依赖
	https://github.com/wbshm/verify_code#14-模型结构
	https://github.com/wbshm/verify_code#2-如何使用
	https://github.com/wbshm/verify_code#21-数据集
	https://github.com/wbshm/verify_code#22-配置文件
	https://github.com/wbshm/verify_code#23-验证和拆分数据集
	https://github.com/wbshm/verify_code#24-训练模型
	https://github.com/wbshm/verify_code#25-批量验证
	https://github.com/wbshm/verify_code#26-启动webserver
	https://github.com/wbshm/verify_code#27-调用接口识别
	https://github.com/wbshm/verify_code#28-部署
Flask部署选择	http://docs.jinkan.org/docs/flask/deploying/index.html
	https://github.com/wbshm/verify_code#29-部署多个模型
	https://github.com/wbshm/verify_code#210-在线识别
	https://github.com/wbshm/verify_code#3-数据统计
	https://github.com/wbshm/verify_code#31-训练数据统计
	https://github.com/wbshm/verify_code/blob/master/readme_image/train_acc.png
	https://github.com/wbshm/verify_code/blob/master/readme_image/test_acc.png
	https://github.com/wbshm/verify_code#32-压力测试和统计数据
	https://github.com/wbshm/verify_code/blob/master/readme_image/%E5%8E%8B%E5%8A%9B%E6%B5%8B%E8%AF%95%E7%BB%93%E6%9E%9C.png
	https://github.com/wbshm/verify_code#4-开发说明
	https://github.com/wbshm/verify_code#4-已知bug
	https://github.com/wbshm/verify_code/blob/master/readme_image/bug_api%E5%90%AF%E5%8A%A8%E5%A4%B1%E8%B4%A5.png
链接	https://blog.csdn.net/The_lastest/article/details/81130500
Flask的生产配置	http://docs.jinkan.org/docs/flask/config.html
https://github.com/nickliqian/cnn_captcha	https://github.com/nickliqian/cnn_captcha
Readme	https://github.com/wbshm/verify_code#readme-ov-file
Apache-2.0 license	https://github.com/wbshm/verify_code#Apache-2.0-1-ov-file
Please reload this page	https://github.com/wbshm/verify_code
Activity	https://github.com/wbshm/verify_code/activity
0 forks	https://github.com/wbshm/verify_code/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fwbshm%2Fverify_code&report=wbshm+%28user%29
Releases	https://github.com/wbshm/verify_code/releases
Packages 0	https://github.com/users/wbshm/packages?repo_name=verify_code
Please reload this page	https://github.com/wbshm/verify_code
Please reload this page	https://github.com/wbshm/verify_code
Contributors	https://github.com/wbshm/verify_code/graphs/contributors
Please reload this page	https://github.com/wbshm/verify_code
Python 100.0%	https://github.com/wbshm/verify_code/search?l=python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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