儀表指針刻度識別作法演算法參考文章收集

 

一些技術新聞

アナログメーターの計測値をセンサーで読み取るサービス、日立製作所が開始

https://dcross.impress.co.jp/docs/news/000332.html

https://conexio-iot.jp/serviceproduct/sri/template_meter.html

Smart Ready IoTメーター読み取り_アニメーション動画

https://www.youtube.com/watch?v=n3pF7Trkk64&t=63s&ab_channel=SS-IDIoT

アナログメーター認識システムに機能追加し販売開始

https://tiisys.com/blog/2019/07/10/post-28760/

https://socialsolution.omron.com/software/en/assets/file/catalog/catalog_dx_meter.pdf

メーター撮ってAIで読む、シンプルな“仮設IoT”は定着するか

https://newswitch.jp/p/19772

アナログなメーターをデジタルなネットワークに接続する

https://labs.cybozu.co.jp/blog/akky/2021/07/analog-meter-linked-to-digital-network/

Analog-Gauge-Reader

https://www.codeproject.com/Articles/1221181/Analog-Gauge-Reader

python-opencv-Gauge Reader(中文影片教學思路參考-基礎理想化情況)

https://www.youtube.com/watch?v=KFOVYYyVo2w&ab_channel=vvnChao

ディープラーニング：ディープラーニングによるメーター値読み取り

https://www.youtube.com/watch?v=3kg5KGX9D6A&ab_channel=MATLABJapan

【OpenCV】動画から自動でメーターの角度とってCSVに書き出す【Pythonプログラミング入門/ゆっくり解説】

https://www.youtube.com/watch?v=GWQZqB2LngY&ab_channel=%E3%81%82%E3%81%9A%E3%81%B1%E3%82%93%E5%8B%95%E7%94%BB

https://manual.atmark-techno.com/armadillo-iot-g4/armadillo-base-os-dev-guide_ja-1.0.0/ch06.html

【儀表鐘錶刻度識別與偵測的解決方案技術參考】

【从零学习OpenCV 4】图像极坐标变换

https://zhuanlan.zhihu.com/p/101295784

【圖像處理】OpenCV系列十八 --- 幾何圖像變換函數詳解(二)

https://kknews.cc/code/pleexz2.html

【OpenCV】【Python】warpPolar()を使用して画像の極座標変換を行う

https://kazuhito00.hatenablog.com/entry/2020/07/11/172154

https://qiita.com/Kazuhito/items/065fd25d56c0238a1d72

https://github.com/Kazuhito00/cv-warpPolar-example

アナログメーター　１（直線検出）

https://note.com/upyc101/n/n856e3ad50a57

アナログメーター　２（円を検出）

https://note.com/upyc101/n/n6c3c44c0b1ba

アナログメーターの画像から針の角度を読み取るやつ作ってみた(OpenCV)

https://arkouji.cocolog-nifty.com/blog/2021/09/post-2c82af.html

OpenCVでアナログメーターの角度を読み取る　その１：エッジの検出

https://shuzo-kino.hateblo.jp/entry/2022/03/04/235825

OpenCVでアナログメーターの角度を読み取る　その２：角度を検知し線を描画

https://shuzo-kino.hateblo.jp/entry/2022/03/07/233705

OpenCVでアナログメーターの角度を読み取る　その３：左右対称なメーター

https://shuzo-kino.hateblo.jp/entry/2022/03/08/235326

基于深度学习的指针式仪表图像智能读数方法

https://blog.csdn.net/qq_41721951/article/details/121693661?spm=1001.2101.3001.6650.13&utm_medium=distribute.pc_relevant.none-task-blog-2~default~BlogCommendFromBaidu~default-13-121693661-blog-105411031.pc_relevant_multi_platform_whitelistv2&depth_1-utm_source=distribute.pc_relevant.none-task-blog-2~default~BlogCommendFromBaidu~default-13-121693661-blog-105411031.pc_relevant_multi_platform_whitelistv2&utm_relevant_index=16

基于OpenCV的圆形表盘示数的自动读取

https://www.daimajiaoliu.com/daima/479e3acc8900405

第一章 指针仪表识别之仪表检测

https://blog.csdn.net/qq_41721951/article/details/125453483?spm=1001.2014.3001.5502

指针式仪表自动识别和读数

https://blog.csdn.net/wxgxgp/article/details/88814842?spm=1001.2101.3001.6650.1&utm_medium=distribute.pc_relevant.none-task-blog-2%7Edefault%7EBlogCommendFromBaidu%7ERate-1-88814842-blog-105919304.pc_relevant_vip_default&depth_1-utm_source=distribute.pc_relevant.none-task-blog-2%7Edefault%7EBlogCommendFromBaidu%7ERate-1-88814842-blog-105919304.pc_relevant_vip_default&utm_relevant_index=1

算法学习笔记1：畸变矫正算法

https://www.cnblogs.com/plx666/p/14526875.html

仪表指针检测算法

https://www.cnblogs.com/plx666/p/14587910.html

【儀表鐘錶刻度數字文字OCR解決方案技術參考】

OCR文字检测之DBNET

https://www.souxiangxm.com/articles/6605.html

OCR相关之DBNET

https://zhuanlan.zhihu.com/p/139062842

【论文阅读】DBNet:Real-time Scene Text Detection with Differentiable Binarization

https://blog.csdn.net/weixin_43859829/article/details/121680600

文字识别网络学习—CRNN+CTC

https://www.cnblogs.com/silence-cho/p/14023445.html

DBNet阅读笔记

https://blog.csdn.net/javastart/article/details/104193910?spm=1001.2101.3001.6650.2&utm_medium=distribute.pc_relevant.none-task-blog-2%7Edefault%7EBlogCommendFromBaidu%7ERate-2-104193910-blog-121350186.pc_relevant_vip_default&depth_1-utm_source=distribute.pc_relevant.none-task-blog-2%7Edefault%7EBlogCommendFromBaidu%7ERate-2-104193910-blog-121350186.pc_relevant_vip_default&utm_relevant_index=3

文本检测模型-DBNet

https://blog.csdn.net/u013572716/article/details/118334378?utm_medium=distribute.pc_relevant.none-task-blog-2~default~baidujs_baidulandingword~default-1-118334378-blog-121350186.pc_relevant_vip_default&spm=1001.2101.3001.4242.1&utm_relevant_index=4

【儀表鐘錶傾斜的解決方案技術參考】

基于卷积神经网络的指针式仪表倾斜校正方法

第二章 指针仪表识别之仪表倾斜校正

https://blog.csdn.net/qq_41721951/article/details/125456928?spm=1001.2014.3001.5502

應用

指针式仪表识别技术的应用

https://icode.best/i/46121549900143

https://so.51cto.com/?sever_type=2&keywords=%E6%8C%87%E9%92%88%E5%BC%8F%E4%BB%AA%E8%A1%A8%E8%87%AA%E5%8A%A8%E8%AF%BB%E6%95%B0%E4%B8%8E%E8%AF%86%E5%88%AB

[OpenCV+VS2015]表计读数识别（一）：表计位置检测（表计歪的咋办！？）

https://blog.csdn.net/weixin_49578216/article/details/117668779

OpenCV+VS2015]表计读数识别（二）：基于SURF的表计校正

https://blog.csdn.net/weixin_49578216/article/details/117700851?utm_medium=distribute.pc_relevant.none-task-blog-2~default~baidujs_baidulandingword~default-2-117700851-blog-117668779.pc_relevant_vip_default&spm=1001.2101.3001.4242.2&utm_relevant_index=5

基于深度学习的指针式仪表图像智能读数方法

https://blog.csdn.net/qq_41721951/article/details/121693661

一种基于深度学习的指针式仪表智能读数方法-爱代码爱编程

https://icode.best/i/50034844580580

實作blog文章參考

Analogue Gauge Reader using Computer Vision

https://medium.com/@nayak.abhijeet1/analogue-gauge-reader-using-computer-vision-62fbd6ec84cc

analog_gauge_reader.py

https://github.com/intel-iot-devkit/python-cv-samples/blob/master/examples/analog-gauge-reader/analog_gauge_reader.py

Meter Reading Recognition

http://gitlinux.net/2019-01-20-meter-reading-recognition/

画像処理とC++を用いたアナログメーターの自動読み取り　アルゴリズム実装

https://qiita.com/seamcarving/items/f20eed42d4d778db1fa7

https://github.com/seamcarving/pressure_gaugesA2D/blob/master/WebCamA2DSys/Control.cpp

Analog meter reader with computer vision

https://pysource.com/2022/04/12/analog-meter-reader-with-computer-vision/

Text recognition (OCR) with Tesseract and Opencv

https://pysource.com/2020/04/23/text-recognition-ocr-with-tesseract-and-opencv/

Reading Gauges - Detecting Lines and Circles

https://solem1.rssing.com/chan-7173164/article24.html

Python-opencv的指针检测、表盘识别算法案例分析

https://blog.csdn.net/qq_44781688/article/details/118400263?ops_request_misc=%257B%2522request%255Fid%2522%253A%2522166065406816782248566921%2522%252C%2522scm%2522%253A%252220140713.130102334.pc%255Fall.%2522%257D&request_id=166065406816782248566921&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_ecpm_v1~hot_rank-21-118400263-null-null.142^v41^pc_rank_v36,185^v2^control&utm_term=opencv%E4%BB%AA%E8%A1%A8&spm=1018.2226.3001.4449

表盘识别（数字与指针）

https://blog.csdn.net/xys430381_1/article/details/107733799?spm=1001.2101.3001.6661.1&utm_medium=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7EBlogCommendFromBaidu%7ERate-1-107733799-blog-123991509.pc_relevant_vip_default&depth_1-utm_source=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7EBlogCommendFromBaidu%7ERate-1-107733799-blog-123991509.pc_relevant_vip_default&utm_relevant_index=1

OpenCV 指针仪表盘参数读取（一） 方案设计

https://blog.csdn.net/XD_Cauthy/article/details/90384305?utm_medium=distribute.pc_relevant.none-task-blog-BlogCommendFromMachineLearnPai2-3.channel_param&depth_1-utm_source=distribute.pc_relevant.none-task-blog-BlogCommendFromMachineLearnPai2-3.channel_param

OpenCV 指针仪表盘参数读取（四） 指针定位

https://blog.csdn.net/XD_Cauthy/article/details/90403988?ops_request_misc=%257B%2522request%255Fid%2522%253A%2522166065417916782391892118%2522%252C%2522scm%2522%253A%252220140713.130102334.pc%255Fall.%2522%257D&request_id=166065417916782391892118&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_ecpm_v1~hot_rank-19-90403988-null-null.142^v41^pc_rank_v36,185^v2^control&utm_term=opencv%E4%BB%AA%E8%A1%A8&spm=1018.2226.3001.4449

OpenCV 指针仪表盘参数读取（五） 参数计算

https://blog.csdn.net/xd_cauthy/article/details/90404487

使用OpenCV进行仪表数值读取

https://www.twblogs.net/a/5c95f1e1bd9eee491b62180b?lang=zh-cn

OpenCV Praxis: OCR für den Stromzähler

https://www.kompf.de/cplus/emeocv.html

【OpenCV】How to Use Tesseract with C++ or OpenCV

https://blog.csdn.net/hero_myself/article/details/50206999

讓 tesseract 只識別數字 (Make tesseract recognise numbers only)

https://tw.coderbridge.com/questions/a0223e1859f540bdb2428b7edb1aea20

Tesseract 文字辨識 OCR 引擎使用教學與範例

https://officeguide.cc/tesseract-open-source-ocr-engine-tutorial-examples/

[ 實用心得 ] Tesseract-OCR

https://b98606021.medium.com/%E5%AF%A6%E7%94%A8%E5%BF%83%E5%BE%97-tesseract-ocr-eef4fcd425f0

使用Tesseract训练lang文件并OCR识别集装箱号

https://www.jianshu.com/p/5f847d8089ce

指针式仪表自动读数与识别(九)：多仪表自动读数

https://blog.csdn.net/wxgxgp/article/details/105868382

https://gitee.com/xgpxg/PointerTypeInstrumentIdentification/tree/master/%E4%BB%AA%E8%A1%A8%E8%AF%86%E5%88%AB

相關研究文獻

Analog Gauge Detection and Reading

https://cs-courses.mines.edu/csci507/projects/2015/Mawhirter.pdf

Reading Circular Analogue Gauges using Digital Image Processing

https://www.scitepress.org/Papers/2019/73860/73860.pdf

Real-time analogue gauge transcription on mobile phone

https://openaccess.thecvf.com/content/CVPR2021W/MAI/papers/Howells_Real-Time_Analogue_Gauge_Transcription_on_Mobile_Phone_CVPRW_2021_paper.pdf

Auto-recognition Method for Pointer-type Meter Based on Binocular Vision

https://www.semanticscholar.org/paper/Auto-recognition-Method-for-Pointer-type-Meter-on-Yang-Lin/80fb1902d6e4119b95f4a136595aeb130dd2960f

Computer Vision Measurement of Pointer Meter Readings Based on Inverse Perspective Mapping

https://www.mdpi.com/2076-3417/9/18/3729/htm

Autonomous Real-Time Gauge Reading in an Industrial Environment

https://ieeexplore.ieee.org/document/9211895

Reading Analog Gauges Using Open CV for Hazardous Area Applications

https://www.ijntr.org/download_data/IJNTRSIJUN21009.pdf

Pointer gauge adaptive reading method based on a double match

https://iopscience.iop.org/article/10.1088/1361-6501/ab9410

Automatic analog meter reading for plant inspection using a deep neural network

https://link.springer.com/article/10.1007/s10015-020-00662-y