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

Design Example: Alignment of a Road Line Using GIS01:17

Design Example: Alignment of a Road Line Using GIS

106
The alignment of a road line using Geographic Information Systems (GIS) is a critical process in civil engineering, combining advanced technology with practical decision-making. This methodology begins with the collection of geospatial data, including information on land cover, geomorphology, drainage patterns, slope, and contour details. Such data is typically acquired through satellite imagery and GIS tools, offering a comprehensive understanding of the terrain.Once the data is gathered, it...
106
Relative Motion Analysis using Rotating Axes01:25

Relative Motion Analysis using Rotating Axes

536
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
536
Curvilinear Motion: Polar Coordinates01:27

Curvilinear Motion: Polar Coordinates

482
In polar coordinates, the motion of a particle follows a curvilinear path. The radial coordinate symbolized as 'r,' extends outward from a fixed origin to the particle, while the angular coordinate, 'θ,' measured in radians, represents the counterclockwise angle between a fixed reference line and the radial line connecting the origin to the particle.
The particle's location is described using a unit vector along the radial direction. Deriving the particle's position...
482
Modeling and Similitude01:12

Modeling and Similitude

334
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
334
Curvilinear Motion: Rectangular Components01:23

Curvilinear Motion: Rectangular Components

644
Curvilinear motion characterizes the movement of a particle or object along a curved path, notably evident when envisioning a car navigating a winding road. If the car starts at point A, its position vector is established within a fixed frame of reference, where the ratio of the position vector to its magnitude signifies the unit vector pointing in the position vector's direction.
As the car advances, its position evolves over time. Quantifying the car's velocity involves computing the...
644

You might also read

Related Articles

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

Sort by
Same author

Letermovir prophylaxis timing in standard-risk and very high-risk adult CMV-seropositive allogeneic hematopoietic stem cell transplant recipients: A systematic literature review.

Journal of clinical virology : the official publication of the Pan American Society for Clinical Virology·2026
Same author

Analysis of Susceptibility and Drug Resistance of Antifungal Agents in Aspergillosis and Mucormycosis Patients: A Systematic Review.

Mycoses·2025
Same author

Prescribed Safety Performance Imitation Learning From a Single Expert Dataset.

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

Antimicrobial Resistance Profiles and Genetic Typing of <i>Salmonella</i> Serovars from Chicken Embryos in China.

Antibiotics (Basel, Switzerland)·2021
Same author

Local Integral Regression Network for Cell Nuclei Detection.

Entropy (Basel, Switzerland)·2021
Same author

Full and partial posttraumatic stress disorders in adults exposed to super typhoon Lekima: a cross-sectional investigation.

BMC psychiatry·2021
Same journal

Observer-based ADP for secure resource allocation in high-order nonlinear multi-agent systems under FDI attacks.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

Concept mask-aware pruning and augmentation for few sample model compression.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

Hindsight-based state space exploration via counterfactual intrinsic reward assignment.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

Integrating visual and language cues via state space models for medical image segmentation.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

DNA: Improving text-based person search through distillation learning, negated relation-aware learning, and augmented representation learning.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

MCFusion-DDI: Multimodal cross-attention fusion of local-global features and latent drug associations for explainable DDI prediction.

Neural networks : the official journal of the International Neural Network Society·2026
See all related articles

Related Experiment Video

Updated: Sep 14, 2025

Robotized Testing of Camera Positions to Determine Ideal Configuration for Stereo 3D Visualization of Open-Heart Surgery
05:12

Robotized Testing of Camera Positions to Determine Ideal Configuration for Stereo 3D Visualization of Open-Heart Surgery

Published on: August 12, 2021

2.2K

Real-time data-efficient portrait stylization via geometric alignment.

Xinrui Wang1, Zhuoru Li2, Xuanyu Yin3

  • 1The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 110-0033, Japan.

Neural Networks : the Official Journal of the International Neural Network Society
|July 18, 2025
PubMed
Summary
This summary is machine-generated.

This study introduces a new portrait stylization method using differentiable Thin-Plate-Spline (TPS) modules within a Generative Adversarial Network (GAN). This approach enhances geometric consistency and achieves real-time stylization on mobile devices.

Keywords:
Generative adversarial networksImage-to-image translationPortrait stylizationStyle transfer

More Related Videos

Photorealistic Learned Landscapes for Augmented Reality
06:54

Photorealistic Learned Landscapes for Augmented Reality

Published on: June 27, 2025

175
A Methodology for Capturing Joint Visual Attention Using Mobile Eye-Trackers
12:39

A Methodology for Capturing Joint Visual Attention Using Mobile Eye-Trackers

Published on: January 18, 2020

7.8K

Related Experiment Videos

Last Updated: Sep 14, 2025

Robotized Testing of Camera Positions to Determine Ideal Configuration for Stereo 3D Visualization of Open-Heart Surgery
05:12

Robotized Testing of Camera Positions to Determine Ideal Configuration for Stereo 3D Visualization of Open-Heart Surgery

Published on: August 12, 2021

2.2K
Photorealistic Learned Landscapes for Augmented Reality
06:54

Photorealistic Learned Landscapes for Augmented Reality

Published on: June 27, 2025

175
A Methodology for Capturing Joint Visual Attention Using Mobile Eye-Trackers
12:39

A Methodology for Capturing Joint Visual Attention Using Mobile Eye-Trackers

Published on: January 18, 2020

7.8K

Area of Science:

  • Computer Vision
  • Artificial Intelligence
  • Image Processing

Background:

  • Existing portrait stylization methods struggle with geometric consistency and feature distribution disparities.
  • These limitations hinder applications on rare styles and mobile devices due to computational constraints.

Purpose of the Study:

  • To develop a novel portrait stylization technique that ensures geometric consistency and improves stylization quality.
  • To create an efficient and lightweight model suitable for real-time inference on mobile devices.

Main Methods:

  • Integration of differentiable Thin-Plate-Spline (TPS) modules into an end-to-end Generative Adversarial Network (GAN) framework.
  • Leveraging facial landmarks for geometric alignment at global and local scales in pixel and feature spaces.

Main Results:

  • Achieved superior fidelity and stylistic consistency compared to existing methods.
  • Demonstrated 2x improvement in training data efficiency and 100x reduction in computational complexity.
  • Enabled real-time inference (30 FPS) at 512x512 resolution on mobile devices.

Conclusions:

  • The proposed TPS-integrated GAN framework effectively addresses geometric inconsistencies in portrait stylization.
  • The lightweight model offers a practical solution for high-quality, real-time portrait stylization on resource-constrained devices.