Everything about Machine vision
Technology and methods used to provide imaging-based automatic inspection and analysis
Machine vision is the technology and methods used to provide imaging-based automatic inspection and analysis for such applications as automatic inspection, process control, and robot guidance, usually in industry. Machine vision refers to many technologies, software and hardware products, integrated systems, actions, methods and expertise. Machine vision as a systems engineering discipline can be considered distinct from computer vision, a form of computer science. It attempts to integrate existing technologies in new ways and apply them to solve real world problems. The term is the prevalent one for these functions in industrial automation environments but is also used for these functions in other environment vehicle guidance. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Machine visionA 5-minute orientation
- Skim a recent paper: Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applicationsInfluential work since 2022
- Pick up a classic book: Evaluating Learning AlgorithmsThe most-reprinted book on the subject
- Read the landmark paper: A versatile camera calibration technique for high-accuracy 3D machine vision metrology using off-the-shelf TV cameras and lensesCited 4,406 times
- Go sideways: Frame grabberA closely related topic
- Go sideways: Computer visionA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🗂️ The subject at a glance
🏆 Landmark papers (most cited)
A versatile camera calibration technique for high-accuracy 3D machine vision metrology using off-the-shelf TV cameras and lenses
Dynamic monocular machine vision
Error propagation in machine vision
On-machine dimensional inspection: machine vision-based approach
Raisin Grading by Machine Vision
CAD-driven machine vision
Machine Vision for Robotics
Shape in machine vision
🆕 Influential since 2022
Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applications
Multichannel meta-imagers for accelerating machine vision
Preprocessing Enhanced Image Compression for Machine Vision
Retinomorphic optoelectronic devices for intelligent machine vision
Just Noticeable Difference for Deep Machine Vision
📚 Books worth reading
Evaluating Learning AlgorithmsNathalie Japkowicz · 2011- 📕Image processing and analysis with graphsOlivier Lézoray, Leo Grady · 2012
Machine Learning and Data Mining in Pattern RecognitionPetra Perner · 2011- 📕Deep Learning in Computer VisionMahmoud Hassaballah, Ali Ismail Awad · 2020
Shape Understanding SystemZbigniew Les, Magdalena Les · 2008- 📕Computer Vision and Image ProcessingManas Kamal Bhuyan · 2019
- 📕Challenges and Applications for Implementing Machine Learning in Computer VisionRamgopal Kashyap, A. V. Senthil Kumar · 2019
Artificial IntelligenceLavanya Sharma · 2021
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- Frame grabber A frame grabber is an electronic device that captures (i.e., "grabs") individual, digital still frames from an analog video signal or a digital video stream…
- Computer vision Computer vision tasks include methods for acquiring, processing, analyzing, and understanding digital images, and extraction of high-dimensional data from…
- Outline of object recognition Object recognition – technology in the field of computer vision for finding and identifying objects in an image or video sequence. Humans recognize a multitude…
- Smart camera A smart camera is a machine vision system which, in addition to image capture circuitry, is capable of extracting application-specific information from…
- Visual odometry In robotics and computer vision, visual odometry is the process of determining the position and orientation of a robot or other computer-based system by…
- Structured-light 3D scanner A structured-light 3D scanner is a device used to capture the three-dimensional shape of an object by projecting light patterns, such as grids or stripes…
- InspecVision InspecVision Ltd., established in 2003, is a UK engineering company based in Mallusk, Northern Ireland. It is a manufacturing company that produces computer…
- Visual servoing Visual servoing, also known as vision-based robot control and abbreviated VS, is a technique which uses feedback information extracted from a vision sensor…