Mirror/AI-on-the-edge-device-docs
1
0
Fork 0
mirror of https://github.com/jomjol/AI-on-the-edge-device-docs.git synced 2025-12-07 20:16:57 +03:00
Code Issues Packages Projects Releases Wiki Activity
Files
0fcb51b150b132ee8e15de9c851388e1572c749b
AI-on-the-edge-device-docs/collect-new-images/index.html
github-actions[bot] 40137548e3 Deployed 7ff7560 with MkDocs version: 1.6.1
2024-09-30 01:43:53 +00:00

742 lines
28 KiB
HTML
Raw Blame History

<!DOCTYPE html>
<html class="no-js" lang="en">
<head>
<meta charset="utf-8"/>
<meta content="width=device-width,initial-scale=1" name="viewport"/>
<link href="https://jomjol.github.io/AI-on-the-edge-device-docs/collect-new-images/" rel="canonical"/>
<link href="../Watermeter-specific-analog---digital-transition/" rel="prev"/>
<link href="../Learn-models-with-your-own-images/" rel="next"/>
<link href="../img/favicon.ico" rel="icon"/>
<meta content="mkdocs-1.6.1, mkdocs-material-9.5.39" name="generator"/>
<title>Collect images to improve the models - AI on the Edge Device</title>
<link href="../assets/stylesheets/main.8c3ca2c6.min.css" rel="stylesheet"/>
<link href="../assets/stylesheets/palette.06af60db.min.css" rel="stylesheet"/>
<link crossorigin="" href="https://fonts.gstatic.com" rel="preconnect"/>
<link href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&amp;display=fallback" rel="stylesheet"/>
<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
<script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
</head>
<body data-md-color-accent="indigo" data-md-color-primary="blue" data-md-color-scheme="default" dir="ltr">
<input autocomplete="off" class="md-toggle" data-md-toggle="drawer" id="__drawer" type="checkbox"/>
<input autocomplete="off" class="md-toggle" data-md-toggle="search" id="__search" type="checkbox"/>
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a class="md-skip" href="#collect-images-to-improve-the-models">1.
Skip to content
</a>
</div>
<div data-md-component="announce">
</div>
<header class="md-header md-header--shadow" data-md-component="header">
<nav aria-label="Header" class="md-header__inner md-grid">
<a aria-label="AI on the Edge Device" class="md-header__button md-logo" data-md-component="logo" href=".." title="AI on the Edge Device">
<img alt="logo" src="../img/logo.svg"/>
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg viewbox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"></path></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
AI on the Edge Device
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
Collect images to improve the models
</span>
</div>
</div>
</div>
<label class="md-header__button md-icon" for="__search">
<svg viewbox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"></path></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input aria-label="Search" autocapitalize="off" autocomplete="off" autocorrect="off" class="md-search__input" data-md-component="search-query" name="query" placeholder="Search" required="" spellcheck="false" type="text"/>
<label class="md-search__icon md-icon" for="__search">
<svg viewbox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"></path></svg>
<svg viewbox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"></path></svg>
</label>
<nav aria-label="Search" class="md-search__options">
<button aria-label="Clear" class="md-search__icon md-icon" tabindex="-1" title="Clear" type="reset">
<svg viewbox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"></path></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" data-md-scrollfix="" tabindex="0">
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a class="md-source" data-md-component="source" href="https://github.com/jomjol/AI-on-the-edge-device-docs" title="Go to repository">
<div class="md-source__icon md-icon">
<svg viewbox="0 0 448 512" xmlns="http://www.w3.org/2000/svg"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"></path></svg>
</div>
<div class="md-source__repository">
GitHub
</div>
</a>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation">
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav aria-label="Navigation" class="md-nav md-nav--primary" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a aria-label="AI on the Edge Device" class="md-nav__button md-logo" data-md-component="logo" href=".." title="AI on the Edge Device">
<img alt="logo" src="../img/logo.svg"/>
</a>
AI on the Edge Device
</label>
<div class="md-nav__source">
<a class="md-source" data-md-component="source" href="https://github.com/jomjol/AI-on-the-edge-device-docs" title="Go to repository">
<div class="md-source__icon md-icon">
<svg viewbox="0 0 448 512" xmlns="http://www.w3.org/2000/svg"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"></path></svg>
</div>
<div class="md-source__repository">
GitHub
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_1" type="checkbox"/>
<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="0">
<span class="md-ellipsis">
Getting Started
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="false" aria-labelledby="__nav_1_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_1">
<span class="md-nav__icon md-icon"></span>
Getting Started
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="..">
<span class="md-ellipsis">
Welcome
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Installation/">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../initial-setup/">
<span class="md-ellipsis">
Initial Setup
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Hardware-Compatibility/">
<span class="md-ellipsis">
Hardware Compatibility
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Best-Practice/">
<span class="md-ellipsis">
Best Practice
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../FAQs/">
<span class="md-ellipsis">
Frequently Asked Questions
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_2" type="checkbox"/>
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
<span class="md-ellipsis">
Configuration
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="false" aria-labelledby="__nav_2_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Configuration
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../Reference-Image/">
<span class="md-ellipsis">
Reference Image
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Alignment/">
<span class="md-ellipsis">
Alignment References
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../ROI-Configuration/">
<span class="md-ellipsis">
ROIs (Regions of Interest)
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Configuration/">
<span class="md-ellipsis">
Graphical Configuration
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Choosing-the-Model/">
<span class="md-ellipsis">
Model Selection
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../ota/">
<span class="md-ellipsis">
Over-The-Air (OTA) Update
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--active md-nav__item--nested">
<input checked="" class="md-nav__toggle md-toggle" id="__nav_3" type="checkbox"/>
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
<span class="md-ellipsis">
Advanced
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="true" aria-labelledby="__nav_3_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Advanced
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../Parameters/">
<span class="md-ellipsis">
Parameters
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Integration-Home-Assistant/">
<span class="md-ellipsis">
Integration into Home Assistant
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../External-LED/">
<span class="md-ellipsis">
External LED
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../data-logging/">
<span class="md-ellipsis">
Data Logging
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../rolling-installation/">
<span class="md-ellipsis">
Living on the Edge
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Watermeter-specific-analog---digital-transition/">
<span class="md-ellipsis">
Analog/Digital Transition on Water Meters
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--active">
<input class="md-nav__toggle md-toggle" id="__toc" type="checkbox"/>
<label class="md-nav__link md-nav__link--active" for="__toc">
<span class="md-ellipsis">
Collect images to improve the models
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<a class="md-nav__link md-nav__link--active" href="./">
<span class="md-ellipsis">
Collect images to improve the models
</span>
</a>
<nav aria-label="Table of contents" class="md-nav md-nav--secondary">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="#before-you-start">1.1
<span class="md-ellipsis">
Before you start
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#collecting-images">1.2
<span class="md-ellipsis">
Collecting images
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#collecting-images-for-dig-class100dig-contana-class100">1.3
<span class="md-ellipsis">
Collecting images for dig-class100/dig-cont/ana-class100
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#share-your-images">1.4
<span class="md-ellipsis">
Share your images
</span>
</a>
<nav aria-label="Share your images" class="md-nav">
<ul class="md-nav__list">
<li class="md-nav__item">
<a class="md-nav__link" href="#images-can-be-rejected-if">1.4.1
<span class="md-ellipsis">
Images can be rejected if
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Learn-models-with-your-own-images/">
<span class="md-ellipsis">
Learn a model with your own images
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Correction%20Algorithm/">
<span class="md-ellipsis">
Correction Algorithm
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Neural-Network-Types/">
<span class="md-ellipsis">
Neural Network Types
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Additional-Information/">
<span class="md-ellipsis">
Additional Information
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../New-Releases-Notification/">
<span class="md-ellipsis">
Notification about new Releases
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../prometheus-openmetrics/">
<span class="md-ellipsis">
Prometheus/OpenMetrics
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_4" type="checkbox"/>
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
<span class="md-ellipsis">
Troubleshooting
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="false" aria-labelledby="__nav_4_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Troubleshooting
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../Error-Codes/">
<span class="md-ellipsis">
Reduced webinterface (error codes)
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../StatusLED-BlinkCodes/">
<span class="md-ellipsis">
Board status LED (blink codes)
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../WLAN-disconnect-reason/">
<span class="md-ellipsis">
WLAN disconnect reasons
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Error-Debugging/">
<span class="md-ellipsis">
Often observed issues
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Frequent-Reboots/">
<span class="md-ellipsis">
Basic hardware/config issues
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Demo-Mode/">
<span class="md-ellipsis">
Demo mode
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_5" type="checkbox"/>
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
<span class="md-ellipsis">
Quick Links
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="false" aria-labelledby="__nav_5_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
Quick Links
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="https://github.com/jomjol/AI-on-the-edge-device/releases">
<span class="md-ellipsis">
Releases
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="https://jomjol.github.io/AI-on-the-edge-device/index.html">
<span class="md-ellipsis">
Web Installer/Console
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="https://github.com/jomjol/AI-on-the-edge-device/issues">
<span class="md-ellipsis">
Create an Issue
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="https://github.com/jomjol/AI-on-the-edge-device/discussions">
<span class="md-ellipsis">
Join a Discussion
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_6" type="checkbox"/>
<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
<span class="md-ellipsis">
API's
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="false" aria-labelledby="__nav_6_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_6">
<span class="md-nav__icon md-icon"></span>
API's
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../REST-API/">
<span class="md-ellipsis">
REST API
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../MQTT-API/">
<span class="md-ellipsis">
MQTT API
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Influx-DB/">
<span class="md-ellipsis">
Influx DB
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Webhook/">
<span class="md-ellipsis">
Webhook
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_7" type="checkbox"/>
<label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0">
<span class="md-ellipsis">
Development
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="false" aria-labelledby="__nav_7_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_7">
<span class="md-nav__icon md-icon"></span>
Development
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../Build-Instructions/">
<span class="md-ellipsis">
Build the Project
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Upload-files-by-script/">
<span class="md-ellipsis">
Scripted File Upload
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Testing/">
<span class="md-ellipsis">
Testing Option for VSCode
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../Release-creation/">
<span class="md-ellipsis">
Preparing for Release
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_8" type="checkbox"/>
<label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="0">
<span class="md-ellipsis">
Old Pages (no longer maintained)
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav aria-expanded="false" aria-labelledby="__nav_8_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_8">
<span class="md-nav__icon md-icon"></span>
Old Pages (no longer maintained)
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../outdated--Integrated-Functions/">
<span class="md-ellipsis">
Integrated Functions
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="..">
<span class="md-ellipsis">
Assorted Pages
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc">
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav aria-label="Table of contents" class="md-nav md-nav--secondary">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="#before-you-start">1.1
<span class="md-ellipsis">
Before you start
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#collecting-images">1.2
<span class="md-ellipsis">
Collecting images
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#collecting-images-for-dig-class100dig-contana-class100">1.3
<span class="md-ellipsis">
Collecting images for dig-class100/dig-cont/ana-class100
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#share-your-images">1.4
<span class="md-ellipsis">
Share your images
</span>
</a>
<nav aria-label="Share your images" class="md-nav">
<ul class="md-nav__list">
<li class="md-nav__item">
<a class="md-nav__link" href="#images-can-be-rejected-if">1.4.1
<span class="md-ellipsis">
Images can be rejected if
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="collect-images-to-improve-the-models"><span class="enumerate-headings-plugin enumerate-heading-plugin">1.</span> Collect images to improve the models</h1>
<p>If your device has new, different digits or pointers it might be that the existing models don't recognize them well. In such case you can collect your images and so we can train the model better. This helps you and also others as the models get more accurate. Adding more images also helps if you have a model that is already known, but the neural models do not produce good results.</p>
<p>Experienced users can do the training also by themselves, see <a href="../Learn-models-with-your-own-images/">Learn a model with your own images</a>. </p>
<h2 id="before-you-start"><span class="enumerate-headings-plugin enumerate-heading-plugin">1.1</span> Before you start</h2>
<p>Before you go ahead, please check if your digits/pointers are not yet contained in the training data. A visual overview is available at <a href="https://jomjol.github.io/neural-network-digital-counter-readout">digits</a> resp. <a href="https://jomjol.github.io/neural-network-analog-needle-readout/">pointers</a>.</p>
<p>Poor recognition is often caused by blurred images, low contrast or incorrect setting of the ROIs. Therefore, check these possibilities first, as additional training will bring little improvement here. See <a href="../ROI-Configuration/">ROI Configuration</a> for details.</p>
<h2 id="collecting-images"><span class="enumerate-headings-plugin enumerate-heading-plugin">1.2</span> Collecting images</h2>
<p>The neural network is trained based on a set of images that have already been collected over time. If your digits are included or at least very similar to included images, the chance is very high that the neural network is working fine for you as well.</p>
<p>The neural network configuration is stored in the TensorFlow Lite format as <code>*.tfl</code> or <code>*.tflite</code> in the <code>/config</code> directory on the SD card. A model can be updated (or a new one added) by uploading the new file and activating it on the configuration page or in the config file <code>/config/config.ini</code>.</p>
<p>In order to incorporate new digits a training set of images is required. The training images needs to be collected in the final setup with the help of the <code>Digits</code> or <code>Analog</code> log settings (not to be confused with the <code>Data</code> or <code>Debug</code> log). Enable the logging of the images on the configuration page or in the config file <code>/config/config.ini</code>:</p>
<p><img alt="" src="../img/enable_log_image.jpg"/></p>
<p>Now be patient! You have to wait until it has collected an image of each digit of every type. They will be placed on the SD card in the folder <code>/log/digit/</code> resp. <code>/log/analog/</code>.</p>
<p>After some days, there will be a lot of images, many of them very similar. Because of this, it is important to select only a subset of them for the model training.</p>
<p>The tools shown below can help you with that.</p>
<h2 id="collecting-images-for-dig-class100dig-contana-class100"><span class="enumerate-headings-plugin enumerate-heading-plugin">1.3</span> Collecting images for dig-class100/dig-cont/ana-class100</h2>
<p>For digits use <a href="https://github.com/haverland/collectmeterdigits">Collectmeterdigits</a> resp. for pointers use <a href="https://github.com/haverland/collectmeteranalog">collectmeteranalog</a> to fetch the images from the device and select a subset of them. Please read the detailed instructions on the mentioned links for details!</p>
<p>If the fetching of the images is too slow for you, a faster way to get the images to your PC is to remove the SD-card from the ESP32 module and insert it into the card reader of yur PC.
Then search for two..three images of each digit (<strong>not more! :-)</strong>). You will have to make sure to label the images yourself matching the effective value they are supposed to show. </p>
<h2 id="share-your-images"><span class="enumerate-headings-plugin enumerate-heading-plugin">1.4</span> Share your images</h2>
<p>In most cases we will integrate your images in the training dataset of the models. Only if we fear a degradation of the models or you need a different behavior, we might not include the data in the standard models (see at bottom of page for reasons).</p>
<p>To provide your images to us for training the model, open an <a href="https://github.com/jomjol/AI-on-the-edge-device/issues/new/choose">Github Issue</a> and append the zipped images ito it.</p>
<h3 id="images-can-be-rejected-if"><span class="enumerate-headings-plugin enumerate-heading-plugin">1.4.1</span> Images can be rejected if</h3>
<ul>
<li>You provide too many images. More than 1000 images of your device are really to much. </li>
<li>Images which are not good enough (see <a href="../ROI-Configuration/">ROI Configuration</a>) will be rejected. It would reduce the accuracy of the networks.</li>
<li>Images with too little focus will be rejected. </li>
<li>Images with too much blur are rejected.</li>
</ul>
<p>Our models are to small to recognize everything in any quality. So we use only images of medium or good quality.</p>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
</main>
<footer class="md-footer">
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" rel="noopener" target="_blank">
Material for MkDocs
</a>
</div>
</div>
</div>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "..", "features": [], "search": "../assets/javascripts/workers/search.6ce7567c.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
<script src="../assets/javascripts/bundle.525ec568.min.js"></script>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink