edgepedia

Artificial intelligence and data

3,135 articles

General

Viewshed analysis

Viewshed analysis is a GIS method that computes the area visible from observation points across a terrain by testing line of sight to every cell of a digital elevation model.

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Viola–Jones algorithm

The Viola–Jones algorithm is a machine learning object detection framework that finds faces in images in real time, introduced by Paul Viola and Michael Jones in 2001.

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Virtual assistant

A virtual assistant is interactive software that communicates with users through text or voice and helps with daily tasks; Siri, Alexa, and Google Assistant are leading examples.

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Virtual International Authority File

The Virtual International Authority File (VIAF) is an OCLC service that links library authority records so all names for the same person or organization appear together.

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Virtual visual servoing

Virtual visual servoing is a computer vision method that estimates a camera's pose relative to a known object by moving a virtual camera until projected features match the real image.

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Visa policy of Malaysia

Visa policy of Malaysia: Immigration Department rules on visa-free entry, eVISA, and Visa With Reference. Key facts: ASEAN 30-day waiver, India/China visa-free to 31 Dec 2026, MDAC arrival card since 2024.

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Vision transformer

The vision transformer (ViT) is a neural network architecture that applies Transformer attention to sequences of image patches, first showing Transformers can replace convolutions for image recognition.

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Visual attention model

A visual attention model is a computational system mimicking human selective attention, producing a saliency map from which a winner-take-all network extracts a scanpath of attended locations.

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Visual Genome

Visual Genome is a large-scale computer vision dataset of 108,077 images densely annotated with objects, attributes, relationships, and question answers, introduced by Fei-Fei Li and colleagues in 2016.

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Visual object tracking

Visual object tracking is the computer vision task of continuously locating a target object across video frames, spanning single-object and multi-object tracking with methods like Kalman filters and Siamese networks.

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Visual odometry

Visual odometry is a computer vision method that estimates camera or robot motion by tracking visual features across sequential images, coined in 2004 and used on Mars rovers.

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Visual SLAM

Visual SLAM is a family of real-time algorithms that estimate a camera's trajectory and build a map of its surroundings, correcting drift when the camera revisits a place.

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Viterbi algorithm

The Viterbi algorithm is a dynamic programming algorithm that finds the most likely sequence of hidden states in a hidden Markov model, published by Andrew Viterbi in 1967.

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Vocaloid

Vocaloid (ボーカロイド, Bōkaroido) is singing voice synthesis software developed by Yamaha, announced in 2003 and first sold in 2004, which became the basis of a music culture after the 2007 release of Hatsune Miku.

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Voice activity detection

Voice activity detection (VAD) is a signal processing method that decides frame by frame whether an audio stream contains speech or only silence and noise.

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Voice cloning

Voice cloning is a speech-synthesis technique that generates speech imitating a specific person's voice, usually from a short recording; zero-shot systems need as little as 3 seconds of audio.

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Volume of fluid method

The volume of fluid (VOF) method is a numerical technique in computational fluid dynamics that tracks fluid interfaces on a fixed grid by advecting volume fractions.

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Volume rendering

Volume rendering, also known as volumetric rendering, is a set of techniques for displaying 3D data sets like CT scans without first fitting a geometric surface.

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Voronoi diagram

A Voronoi diagram, also called the Dirichlet tessellation or Thiessen polygons, partitions a plane into regions of points closest to each site, named for Georgy Voronoy's 1908 paper.

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Voter ID (India)

The Indian voter ID, formally the Elector's Photo Identity Card (EPIC), is a photo identity document issued by the Election Commission of India since 1993 to prevent impersonation at polls.

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W[1]

W[1] is a complexity class in parameterized complexity theory, the first level of presumed parameterized intractability above FPT, introduced by Rod Downey and Michael Fellows, with k-Clique complete for it.

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W[2]

W[2] is a complexity class in parameterized complexity theory, the second level of the W-hierarchy above W[1], defined by weighted CNF-satisfiability; its complete problems include Dominating Set and Set Cover.

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W3C PROV

W3C PROV is a 2013 family of W3C Recommendations for exchanging provenance information, built on PROV-DM's Entity/Activity/Agent model with serializations PROV-O (OWL2 ontology), PROV-N, and PROV-XML.

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Walrus optimization algorithm

The Walrus Optimization Algorithm (WaOA) is a population-based metaheuristic for continuous optimization, introduced by Pavel Trojovský and Mohammad Dehghani in Scientific Reports in 2023, mimicking walrus feeding, migration, and predator-escape behaviors.

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Ward's method

Ward's method is a hierarchical clustering algorithm that merges the two clusters whose union adds the least to within-cluster variance, described by Joe H. Ward Jr. in 1963.

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Wasserstein GAN

The Wasserstein GAN (WGAN) is a generative adversarial network trained to approximate the Wasserstein-1 distance, addressing vanishing gradients and mode collapse in standard GAN training.

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Wasserstein generative adversarial network

A Wasserstein generative adversarial network (WGAN) is a type of GAN, introduced by Martin Arjovsky and colleagues in 2017, that trains its generator against a critic using the Wasserstein-1 distance.

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Watershed algorithm

The watershed algorithm is an image-segmentation method from mathematical morphology that treats pixel intensities as terrain elevation, flooding catchment basins from seed points to separate touching objects.

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Watershed segmentation

Watershed segmentation is an image segmentation method from mathematical morphology that treats pixel intensities as landscape elevation, flooding from minima or markers to separate regions and touching objects.

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Wavelet

A wavelet is a wave-like oscillation localized in both time and frequency, generated from a single mother function; wavelet transforms analyze signals with resolution matched to scale.