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

Protein Networks

Protein Networks

An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...

Axial and Appendicular Muscles

Axial and Appendicular Muscles

Skeletal muscles, the key players in our body's movement, can be classified into two groups based on their location and function: axial muscles and appendicular muscles. These classifications reflect the primary roles the muscles play in the body's structure and movement.
Axial Muscles
Axial muscles, situated along the body's midline, are intricately connected to the axial skeleton, which includes the skull, spine, ribs, and sternum. These muscles facilitate facial expressions and...

Antibiotic Selection

Antibiotic Selection

Overview of the Axial Skeleton

Overview of the Axial Skeleton

The skeleton is subdivided into two major divisions—the axial skeleton and the appendicular skeleton. The axial skeleton forms the vertical, central axis of the body. It includes all of the bones of the head, neck, chest, and back. It protects the brain, spinal cord, heart, and lungs. It also serves as the attachment site for muscles that move the head, neck, and back and for muscles that act across the shoulder and hip joints to move their corresponding limbs.
The axial skeleton of the...

General Case of Eccentric Axial Loading

General Case of Eccentric Axial Loading

Unsymmetrical bending occurs when the bending moment applied to a structural member does not align with its principal axis. This misalignment leads to complex stress distributions and deflection patterns that differ from symmetrical bending, which are essential for designing structures to withstand different loading conditions.
Consider a member subjected to equal and opposite forces that are applied along a line that does not coincide with the member's neutral axis. In unsymmetrical...

Normal Strain under Axial Loading

Normal Strain under Axial Loading

Normal strain under axial loading is an important concept in the field of mechanics of materials. Axial loading implies the application of a force along the axis of a material, like a column or bar. This force can either compress or stretch the material. In the context of axial loading, normal strain is the deformation experienced by the material in the direction of the loading force. It's calculated as the change in length divided by the original length of the material. This unitless ratio...

You might also read

Related Articles

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

Sort by

Same author

ADPCNet: Adaptive Deformable Peripheral Convolution for Efficient Image Dehazing.

Journal of imaging·2026

Same author

Intracranial-implanted coupled electrode tumor treating fields (ICE-TTF) enable efficient and directionally tunable electric-field delivery for glioma.

Brain stimulation·2026

Same author

High-Frequency Gastric Electrical Stimulation Selectively Remodels Nitrergic Neurons in the Gastric Antrum of Healthy Beagles.

Neuromodulation : journal of the International Neuromodulation Society·2026

Same author

Critical role of accompanying authorized surrogates among the multifactorial determinants of in-hospital delays in patients with acute stroke.

Frontiers in neurology·2026

Same author

F-53B exposure accelerates progression from preexisting fatty liver to non-alcoholic steatohepatitis and hepatic fibrosis.

iScience·2026

Same author

Host suppression of the novel virulent effector FocSP1 improves banana resistance to <i>Fusarium oxysporum</i> f. sp. <i>cubense</i> tropical race 4.

Horticulture research·2026

Search research articles

Related Experiment Video

Updated: Feb 5, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

An interactive axial feature selection network for medical image classification.

Shuai Pang¹, Chunhua Hu¹, Juan Zhao¹

¹College of Automation and Electrical Engineering, Shandong University of Aeronautics, Binzhou, 256600, Shandong, China.

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

|February 3, 2026

Summary

This study introduces the Interactive Axial Feature Selection Network (IAFSNet) for medical image classification. IAFSNet enhances feature representation and classification performance by interactively selecting salient features and filtering noise.

Keywords:

Axial feature selection Deep learning Feature interaction Medical image classification

More Related Videos

Global Identification of Co-Translational Interaction Networks by Selective Ribosome Profiling

Global Identification of Co-Translational Interaction Networks by Selective Ribosome Profiling

Published on: October 7, 2021

Imaging Features of Systemic Sclerosis-Associated Interstitial Lung Disease

Imaging Features of Systemic Sclerosis-Associated Interstitial Lung Disease

Published on: June 16, 2020

Related Experiment Videos

Last Updated: Feb 5, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

Global Identification of Co-Translational Interaction Networks by Selective Ribosome Profiling

Global Identification of Co-Translational Interaction Networks by Selective Ribosome Profiling

Published on: October 7, 2021

Imaging Features of Systemic Sclerosis-Associated Interstitial Lung Disease

Imaging Features of Systemic Sclerosis-Associated Interstitial Lung Disease

Published on: June 16, 2020

Area of Science:

Medical Imaging
Computer Vision
Artificial Intelligence

Background:

Medical image classification is crucial for diagnosis.
Existing methods struggle with feature representation and noise.
Salient semantics are vital for accurate classification.

Purpose of the Study:

To improve medical image classification performance.
To enhance feature representation by filtering noise.
To leverage salient semantics effectively.

Main Methods:

Proposes the Interactive Axial Feature Selection Network (IAFSNet).
Introduces a Feature Interaction Module (FIM) for spatial feature learning.
Implements an Axial Feature Selection Module (AFSM) for salient feature filtering.

Main Results:

IAFSNet demonstrates excellent classification performance and robustness.
Significantly outperforms existing classification methods on benchmark datasets.
Effective filtering of noise and emphasis on salient features were observed.

Conclusions:

IAFSNet offers a robust approach to medical image classification.
The proposed modules effectively enhance feature representation and reduce noise.
The network achieves superior accuracy by leveraging salient semantic features.