Search research articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Related Concept Videos

Phase Contrast and Differential Interference Contrast Microscopy

Phase Contrast and Differential Interference Contrast Microscopy

Phase-Contrast Microscopes
In-phase-contrast microscopes, interference between light directly passing through a cell and light refracted by cellular components is used to create high-contrast, high-resolution images without staining. It is the oldest and simplest type of microscope that creates an image by altering the wavelengths of light rays passing through the specimen. Altered wavelength paths are created using an annular stop in the condenser. The annular stop produces a hollow cone of...

You might also read

Related Articles

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

Sort by

Same author

Disinfection efficacy and safety of 222-nm ultraviolet C compared with 254-nm ultraviolet C: systematic review and meta-analysis.

The Journal of hospital infection·2025

Same author

Enhancing lateral flow immunoassay performance for cardiac troponin I detection with pore-size tailored silica nanoparticles and smartphone-based "AdaptiScan" analysis.

Frontiers in bioengineering and biotechnology·2025

Same author

Comparison of traditional systemic analgesic, single shot or continuous fascia iliaca compartment block for pain management in patients with hip or proximal femoral fractures: A protocol for systematic review and network meta-analysis.

PloS one·2025

Same author

Pathogen Detection in Spinal Infections: Next-Generation Sequencing Versus Conventional Microbiological Methods.

Current medical science·2025

Same author

Strengthened Zinc Anode by Trace Natural Amino Acid β-Alanine in Aqueous Electrolyte Inspired by Synial Membrane: An Experimental Survey.

Langmuir : the ACS journal of surfaces and colloids·2025

Same author

Effect of pulmonary rehabilitation on lung cancer surgery outcomes: a matched-case analysis.

Perioperative medicine (London, England)·2025

Same journal

Dynamic analysis and reliable mechanical optimization application of ring HNN effected with a memristive neuron.

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

Same journal

DAFF-Net: A detection and search method for small-scale low surface brightness galaxies.

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

Same journal

Quasi-synchronization for complex networks with hybrid pinning intermittent control.

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

Same journal

Physics-encoded convolutional neural operators for parametric PDEs: A convergence-guaranteed framework via pre-computed kernel fields.

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

Same journal

Exploiting audio-visual modalities in videos: Object detection via multi-stage bilateral coupling network.

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

Same journal

Reliability-aware modality completion with cross-modal distillation for federated learning with missing modalities.

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

See all related articles

Search research articles

Related Experiment Video

Updated: May 8, 2026

Digital Inline Holographic Microscopy DIHM of Weakly-scattering Subjects

Digital Inline Holographic Microscopy DIHM of Weakly-scattering Subjects

Published on: February 8, 2014

Fine-grained hierarchical dynamics for image harmonization.

Peng He¹, Jun Yu¹, Liuxue Ju¹

¹Department of Automation, University of Science and Technology of China, No. 96, JinZhai Road Baohe District, Hefei, 230026, Anhui, China.

Neural Networks : the Official Journal of the International Neural Network Society

|June 1, 2025

Summary

This summary is machine-generated.

The Hierarchical Dynamics Appearance Translation (HDAT) framework improves image harmonization by integrating local and global details for better foreground-background consistency. This novel approach enhances visual coherence and outperforms existing methods with fewer parameters.

Keywords:

Appearance translation Global dynamics Image harmonization Local dynamics

More Related Videos

Harmonic Nanoparticles for Regenerative Research

Harmonic Nanoparticles for Regenerative Research

Published on: May 1, 2014

A Guide to Structured Illumination TIRF Microscopy at High Speed with Multiple Colors

A Guide to Structured Illumination TIRF Microscopy at High Speed with Multiple Colors

Published on: May 30, 2016

Related Experiment Videos

Last Updated: May 8, 2026

Digital Inline Holographic Microscopy DIHM of Weakly-scattering Subjects

Digital Inline Holographic Microscopy DIHM of Weakly-scattering Subjects

Published on: February 8, 2014

Harmonic Nanoparticles for Regenerative Research

Harmonic Nanoparticles for Regenerative Research

Published on: May 1, 2014

A Guide to Structured Illumination TIRF Microscopy at High Speed with Multiple Colors

A Guide to Structured Illumination TIRF Microscopy at High Speed with Multiple Colors

Published on: May 30, 2016

Area of Science:

Computer Vision
Image Processing
Artificial Intelligence

Background:

Existing image harmonization methods often rely on global transformations, potentially missing localized appearance variations.
Local information coherence is crucial for visually consistent composite images, yet often overlooked.

Purpose of the Study:

To introduce the Hierarchical Dynamics Appearance Translation (HDAT) framework for improved image harmonization.
To enable seamless feature transitions from local to global views and adaptive foreground appearance adjustments.

Main Methods:

Developed dynamic region-aware convolution guided by foreground masks for adaptive foreground-background correlations.
Implemented a fine-grained mixed attention mechanism for dynamic feature adjustment across channels and positions.
Integrated a multi-scale feature calibration strategy for cross-scale information consistency.

Main Results:

The HDAT framework significantly reduces network parameters compared to existing methods.
HDAT demonstrates superior qualitative and quantitative performance in image harmonization.
Achieved harmonious coordination of global and local details for enhanced visual consistency.

Conclusions:

The proposed HDAT framework offers an effective solution for image harmonization by addressing limitations of global transformation-based methods.
HDAT's novel mechanisms allow for adaptive adjustments and improved consistency across different image regions and scales.
This approach represents a significant advancement in generating visually coherent composite images.