Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Sign Test for Matched Pairs01:17

Sign Test for Matched Pairs

407
The sign test for matched pairs offers a robust method for comparing two paired samples, often for the effects of an intervention in one of them. This method is very useful in situations where the underlying distribution of the data is unknown. The test compares two related samples—often pre- and post-treatment measurements on the same subjects—to determine if there are significant differences in their median values.
To conduct the sign test, we first calculate the differences in...
407
Econometric Views (EViews)01:29

Econometric Views (EViews)

576
Econometric Views, often stylized as EViews, is a package that merges statistical analysis with econometric studies. It is designed to provide tools for time series analysis, forecasting, and econometric model simulation. The software originated from MicroTSP software and has evolved significantly since its inception in 1981. The history of EViews is marked by a continuous effort to enhance its computational speed and user interface. It was initially developed for large computing systems but...
576
Cranial Bones: Lateral View01:27

Cranial Bones: Lateral View

4.5K
The lateral view of the cranium is dominated by temporal, sphenoid, and ethmoid bones.
The temporal bone forms the lower lateral side of the skull. The temporal bone is subdivided into several regions. The flattened upper portion is the squamous portion of the temporal bone. Below this area and projecting anteriorly is the zygomatic process of the temporal bone, which forms the posterior portion of the zygomatic arch. Posteriorly is the mastoid portion of the temporal bone. Projecting...
4.5K
Dietary Connections01:23

Dietary Connections

61.8K
In biological systems, most metabolic pathways are interconnected. The cellular respiration processes that convert glucose to ATP—such as glycolysis, pyruvate oxidation, and the citric acid cycle—tie into those that break down other organic compounds. As a result, various foods—from apples to cheese to guacamole—end up as ATP. In addition to carbohydrates, food also contains proteins and lipids—such as cholesterol and fats. All of these organic compounds are used...
61.8K
Wilcoxon Signed-Ranks Test for Matched Pairs01:09

Wilcoxon Signed-Ranks Test for Matched Pairs

492
The Wilcoxon signed-rank test for matched pairs evaluates the null hypothesis by combining the ranks of differences with their signs. It essentially tests whether the median of the differences in a population of matched pairs is zero. Since the test incorporates more information than the sign test, it generally yields more trustable conclusions. This test also does not require the data to follow a normal distribution, but two conditions must be met for it to be applicable: (1) the data must...
492
Revisionist Views of Adolescent and Adult Cognition01:24

Revisionist Views of Adolescent and Adult Cognition

303
A revisionist approach to Jean Piaget's theory of cognitive development has brought new insights that challenge and reinterpret his established ideas. Piaget proposed that the formal operational stage, emerging in adolescence, represents the culmination of cognitive maturity. During this stage, individuals are said to develop abstract thinking, engage in systematic problem-solving, and show a form of egocentrism, believing others are as preoccupied with their behavior as they are...
303

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Trust Your Good Friends: Source-Free Domain Adaptation by Reciprocal Neighborhood Clustering.

IEEE transactions on pattern analysis and machine intelligence·2023
Same author

Generative Multi-Label Zero-Shot Learning.

IEEE transactions on pattern analysis and machine intelligence·2023
Same author

Brain responses to negated and affirmative meanings in the auditory modality.

Frontiers in human neuroscience·2023
Same author

Class-Incremental Learning: Survey and Performance Evaluation on Image Classification.

IEEE transactions on pattern analysis and machine intelligence·2022
Same author

Self-Training for Class-Incremental Semantic Segmentation.

IEEE transactions on neural networks and learning systems·2022
Same author

Distributed Learning and Inference With Compressed Images.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2021

Related Experiment Video

Updated: Jan 30, 2026

Quantification of Strain in a Porcine Model of Skin Expansion Using Multi-View Stereo and Isogeometric Kinematics
14:14

Quantification of Strain in a Porcine Model of Skin Expansion Using Multi-View Stereo and Isogeometric Kinematics

Published on: April 16, 2017

12.0K

One-view occlusion detection for stereo matching with a fully connected CRF model.

Mikhail G Mozerov, Joost van de Weijer

    IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
    |January 15, 2019
    PubMed
    Summary

    This study introduces a novel one-view occlusion detection (OVOD) method for stereo matching, improving disparity map accuracy by identifying occluded regions. This approach enhances energy minimization techniques and achieves state-of-the-art results on the Middlebury dataset.

    More Related Videos

    Author Spotlight: Assessing Ischemic Stroke Damage Through Middle Cerebral Artery Occlusion Model
    05:32

    Author Spotlight: Assessing Ischemic Stroke Damage Through Middle Cerebral Artery Occlusion Model

    Published on: August 11, 2023

    3.0K
    Modeling Stroke in Mice - Middle Cerebral Artery Occlusion with the Filament Model
    06:28

    Modeling Stroke in Mice - Middle Cerebral Artery Occlusion with the Filament Model

    Published on: January 6, 2011

    94.3K

    Related Experiment Videos

    Last Updated: Jan 30, 2026

    Quantification of Strain in a Porcine Model of Skin Expansion Using Multi-View Stereo and Isogeometric Kinematics
    14:14

    Quantification of Strain in a Porcine Model of Skin Expansion Using Multi-View Stereo and Isogeometric Kinematics

    Published on: April 16, 2017

    12.0K
    Author Spotlight: Assessing Ischemic Stroke Damage Through Middle Cerebral Artery Occlusion Model
    05:32

    Author Spotlight: Assessing Ischemic Stroke Damage Through Middle Cerebral Artery Occlusion Model

    Published on: August 11, 2023

    3.0K
    Modeling Stroke in Mice - Middle Cerebral Artery Occlusion with the Filament Model
    06:28

    Modeling Stroke in Mice - Middle Cerebral Artery Occlusion with the Filament Model

    Published on: January 6, 2011

    94.3K

    Area of Science:

    • Computer Vision
    • Artificial Intelligence

    Background:

    • Stereo matching is crucial for 3D scene reconstruction.
    • Standard belief propagation (BP) methods face challenges with occlusions and computational cost.
    • Existing techniques often require multiple passes or complex checks.

    Purpose of the Study:

    • To extend belief propagation (BP) sequential techniques to fully connected Conditional Random Field (CRF) models.
    • To introduce a novel one-view occlusion detection (OVOD) method for improved stereo matching.
    • To enhance energy minimization processes and reduce computational overhead.

    Main Methods:

    • Applied extended BP sequential techniques to fully connected CRF models using geodesic distance affinity.
    • Developed the one-view occlusion detection (OVOD) solution as a new BP marginal solution.
    • Integrated OVOD with cost augmentation and energy minimization for disparity map generation.

    Main Results:

    • The OVOD method successfully identifies occluded regions in disparity maps.
    • Achieved improved matching results compared to standard winner-takes-all (WTA) estimation.
    • Demonstrated superior performance of OVOD in energy minimization techniques over standard one-view affinity space implementations.
    • Reached state-of-the-art performance on the Middlebury dataset, particularly in median, average, and mean squared error metrics.

    Conclusions:

    • The proposed OVOD approach offers a more efficient and accurate method for stereo matching.
    • OVOD simplifies the stereo matching pipeline by performing a single energy minimization process.
    • The method effectively handles occlusions and improves overall disparity map quality.