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Foreground detection information


Foreground detection is one of the major tasks in the field of computer vision and image processing whose aim is to detect changes in image sequences. Background subtraction is any technique which allows an image's foreground to be extracted for further processing (object recognition etc.).

Many applications do not need to know everything about the evolution of movement in a video sequence, but only require the information of changes in the scene, because an image's regions of interest are objects (humans, cars, text etc.) in its foreground. After the stage of image preprocessing (which may include image denoising, post processing like morphology etc.) object localisation is required which may make use of this technique.

Foreground detection separates foreground from background based on these changes taking place in the foreground. It is a set of techniques that typically analyze video sequences recorded in real time with a stationary camera.

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Foreground detection

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Foreground detection is one of the major tasks in the field of computer vision and image processing whose aim is to detect changes in image sequences....

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Foreground and background

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distinct foreground and background scenery Foreground detection, a concept in computer vision to detect changes in image sequences Foreground and background...

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Moving object detection

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video is a structure built upon single frames, moving object detection is to find the foreground moving target(s), either in each video frame or only when...

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Gaussian splatting

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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Neural radiance field

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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Small object detection

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Small object detection is a particular case of object detection where various techniques are employed to detect small objects in digital images and videos...

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Computer vision

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Sub-domains of computer vision include scene reconstruction, object detection, event detection, activity recognition, video tracking, object recognition, 3D...

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Visual odometry

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image processing techniques for lens distortion removal, etc. Feature detection: define interest operators, and match features across frames and construct...

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Structure from motion

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images allows the features to be detected extremely quickly with high detection rate. Therefore, comparing to SIFT, SURF is a faster feature detector...

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Reverse image search

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uses a deep CNN model with branches for joint detection and feature learning to discover the detection mask and exact discriminative feature without background...

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Video content analysis

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health-care, retail, automotive, transport, home automation, flame and smoke detection, safety, and security. The algorithms can be implemented as software on...

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Automated species identification

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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Machine vision

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agriculture, and defense." Machine vision glossary Feature detection (computer vision) Foreground detection Vision processing unit Optical sorting Steger, Carsten;...

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Local binary patterns

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Role and the Importance of Features for Background Modeling and Foreground Detection”, arXiv:1611.09099 Barkan et al. "Fast High Dimensional Vector Multiplication...

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Motion estimation

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algorithms Optical flow Indirect methods use features, such as corner detection, and match corresponding features between frames, usually with a statistical...

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Robust principal component analysis

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ISBN 978-1-4799-2341-0. S2CID 5726914. C. Guyon; T. Bouwmans; E. Zahzah (2012). "Foreground Detection via Robust Low Rank Matrix Decomposition including Spatio-Temporal...

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Video motion analysis

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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Digital image processing

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method of face detection is using skin tone, edge detection, face shape, and feature of a face (like eyes, mouth, etc.) to achieve face detection. The skin...

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Landmark detection

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In computer science, landmark detection is the process of finding significant landmarks in an image. This originally referred to finding landmarks for...

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Motion capture

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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Simultaneous localization and mapping

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beam) or 2D- (sweeping) laser rangefinders, 3D high definition light detection and ranging (lidar), 3D flash lidar, 2D or 3D sonar sensors, and one or...

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Artificial intelligence for video surveillance

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detected intruder, and a short video clip of this is sent as the alert. The detection of intruders using video surveillance has limitations based on economics...

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Medical image computing

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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Image restoration by artificial intelligence

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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3D reconstruction from multiple images

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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4D reconstruction

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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Volumetric capture

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informatics Blob detection Computer-aided diagnosis Content-based image retrieval Reverse image search Eye tracking Face recognition Foreground detection Gesture...

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