通过简单的卷积神经网络直接预测出验证码图片中滑块的位置

Related tags

Miscellaneousjd_joy_verification
Overview

使用说明

1. 在本地测试

  • 运行python3 prdict_one.py即可，默认需要预测的图片路径位于testImg文件夹下的test1.png
  • 运行python3 predict_folder.py预测testImg下的所有图片

2. 部署到服务器

  • 运行python3 run_a_server.py 8888即在端口8888部署api，也可以在本地运行测试，如果不填写端口，默认端口为7000

3. 通过所部署API进行预测

运行python3 predict_by_server.py即可调用所部署的api进行testImg文件夹下所有图片的预测

4. 打包为可执行文件

pyinstaller -F run_a_server.py

即可打包为可执行文件，打包结束后会在dist文件夹下生成可执行文件。直接运行不需要python环境

注意！运行打包后的二进制文件时需要将trained_weights.h5放在同级目录下

其他说明

  • 通过测试，调用本地API预测一张图平均所需约0.05s，服务器1C2G占用内存200~400mb之间
  • 我所用的tensorflo和Keras版本分别为：1.15.2和2.3.1
  • model.py 存放网络结构
  • trained_weights.h5 训练的权重文件
  • 简单curl命令测试
curl -X POST -F [email protected]/test1.png 'http://localhost:7000/predict'

成功后会返回

{"predictions":0.553,"success":true}

本模型所针对的输入图片尺寸大小必须为140x360，没有适配其他图片大小，有能力的可以根据网络结构进行修改从而适应所需。

免责声明: 本仓库项目中所涉及的脚本，仅用于测试和学习研究，不保证其合法性，准确性，完整性和有效性，请根据情况自行判断。请勿将本项目的任何内容用于商业或非法途径，否则后果由使用者自负。如果您认为该项目的内容可能涉嫌侵犯其权利，请与我联系，我会尽快删除文件。如果您使用或复制了本仓库项目中的任何内容，则视为您已接受此免责声明。

You might also like...
Releases(publish)
Owner
GitHub Repository
SciPy library main repository

SciPy SciPy (pronounced "Sigh Pie") is an open-source software for mathematics, science, and engineering. It includes modules for statistics, optimiza

SciPy 10.7k Jan 09, 2023
SuperCollider library for Python

SuperCollider library for Python This project is a port of core features of SuperCollider's language to Python 3. It is intended to be the same librar

Lucas Samaruga 65 Dec 22, 2022
A python tool for synchronizing the messages from different threads, processes, or hosts.

Sync-stream This project is designed for providing the synchoronization of the stdout / stderr among different threads, processes, devices or hosts.

Yuchen Jin 0 Aug 11, 2021
My solutions to Advent of Code 2021 (written in Python)

Advent of Code 2021 This repository contains my solutions for the 2021 edition of Advent of Code. Please do not expect perfectly polished solutions, m

Nils 2 May 29, 2022
A guy with a lot of useful things to do when doing AtCoder in Python

atcoder_python_env Python で AtCoder をやるときに便利な諸々を用意したやつ コンテスト用フォルダの作成 セットアップ 自動テス

2 Dec 28, 2021
1000+ ready code templates to kickstart your next AI experiment

AI Seed Projects Start with ready code for your next AI experiment. Choose from 1000+ code templates, across a wide variety of use cases. All examples

BlobCity, Inc 98 Jan 03, 2023
This repository contains all the data analytics projects that I've worked on in python.

93_Python_Data_Analytics_Projects This repository contains all the data analytics projects that I've worked on in python. No. Name 01 001_Cervical_Can

Milaan Parmar / Милан пармар / _米兰 帕尔马 267 Jan 06, 2023
My Analysis of the VC4 Assembly Code from the RPI4

My Analysis of the VC4 Assembly Code from the RPI4

Nicholas Starke 31 Jul 13, 2022
DNA Storage Simulator that analyzes and simulates DNA storage

DNA Storage Simulator This monorepository contains code for a research project by Mayank Keoliya and supervised by Djordje Jevdjic, that analyzes and

Mayank Keoliya 3 Sep 25, 2022
Python package for handling and analyzing PSRFITS files

PyPulse A pure-Python package for handling and analyzing PSRFITS files. Read the documentation here. This is an alternate code base from PSRCHIVE. Req

Michael Lam 15 Nov 30, 2022
Convert three types of color in your clipboard and paste it to the color property (gamma correct)

ColorPaster [Blender Addon] Convert three types of color in your clipboard and paste it to the color property (gamma correct) How to Use Hover your mo

13 Oct 31, 2022
Subscribe, listen and (in the future) download your favorite podcasts, quickly and easily.

Minimal Podcasts Player https://github.com/son-link/minimal-podcasts-player Subscribe, listen and (in the future) download your favorite podcasts, qui

Alfonso Saavedra 14 Nov 11, 2022
Purge your likes and wall comments from VKontakte. Set yourself free from your digital footprint.

vk_liberator Regain liberty in the cruel social media world. This program assists you with purging your metadata from Russian social network VKontakte

20 Jun 11, 2021
Python code for YouTube videos.

#This is a open source project. Python 3 These files are mainly intended to accompany my series of YouTube tutorial videos here, https://www.youtube.c

Joe James 1.3k Dec 26, 2022
firefox session recovery

firefox session recovery

Ahmad Sadraei 5 Nov 29, 2022
Simple Wayland HotKey Daemon

swhkd Simple Wayland HotKey Daemon This project is still very new and I'm making new decisions everyday as to where I should drive this project. I'm u

Aakash Sen Sharma 407 Dec 30, 2022
An OpenSource crowd-sourced cooking recipes website

An OpenSource crowd-sourced cooking recipes website

21 Jul 31, 2022
PyDateWaiter helps waiting special day & calculating remain days till that day with Python code.

PyDateWaiter (v.Beta) PyDateWaiter helps waiting special day(aniversary) & calculating remain days till that day with Python code. Made by wallga gith

wallga 1 Jan 14, 2022
A simple wrapper to analyse and visualise reinforcement learning agents' behaviour in the environment.

Visrl Visrl (pronounced "visceral") is a simple wrapper to analyse and visualise reinforcement learning agents' behaviour in the environment. Reinforc

Jet New 14 Jun 27, 2022
Improved version calculator, now using while True and etc

CalcuPython_2.0 Olá! Calculadora versão melhorada, agora usando while True e etc... melhorei o design e os carai tudo (rode no terminal, pra melhor ex

Scott 2 Jan 27, 2022