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

You might also read

Related Articles

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

Sort by

Same author

Depression trajectories and their associations with academic performance and sleep patterns among first-year college students.

BMC psychology·2026

Same author

Genomic landscape of diffuse glioma revealed by whole genome sequencing.

Nature communications·2025

Same author

Joint modeling histology and molecular markers for cancer classification.

Medical image analysis·2025

Same author

Multi-objective Bayesian optimization with enhanced features for adaptively improved glioblastoma partitioning and survival prediction.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society·2024

Same author

Comparative Evaluation of Titanium Feedstock Powder Derived from Recycled Battlefield Scrap vs. Virgin Powder for Cold Spray Processing.

Materials (Basel, Switzerland)·2024

Same author

Establishing a Framework for Fused Filament Fabrication Process Optimization: A Case Study with PLA Filaments.

Polymers·2023

Same journal

A tri-axis optomechanical accelerometer with plasmonic MIM waveguide and structural direction-dependent optical signatures.

Scientific reports·2026

Same journal

Holographic leaky-wave antennas with independently controlled multiple counter-rotating vortex beams.

Scientific reports·2026

Same journal

Differential associations of longitudinal hearing and vision trajectories with dementia and mild cognitive impairment in older adults.

Scientific reports·2026

Same journal

Abdominal obesity and leisure-time sedentary behavior in relation to gastroesophageal reflux disease risk: a prospective cohort study from the UK Biobank.

Scientific reports·2026

Same journal

Effect of nitrogen-rich COF incorporation on the structure and separation performance of polyamide nanofiltration membranes.

Scientific reports·2026

Same journal

Withanolide A inhibits hIAPP aggregation: An In silico, biophysical, and drosophila-based In vivo validation.

Scientific reports·2026

See all related articles

Search research articles

Related Experiment Video

Updated: Sep 13, 2025

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

Published on: November 30, 2022

DualSight: multi-stage instance segmentation framework for improved precision.

Stephen Price¹, Kiran Judd², Kyle Tsaknopoulos²

¹Department of Computer Science, Worcester Polytechnic Institute, Worcester, MA, 01609, USA. sprice@wpi.edu.

Scientific Reports

|July 28, 2025

Summary

This summary is machine-generated.

DualSight enhances metallic powder segmentation for cold spray additive manufacturing. This computer vision framework improves powder morphology analysis accuracy without needing more data or retraining.

More Related Videos

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Published on: July 5, 2024

Evaporation-reducing Culture Condition Increases the Reproducibility of Multicellular Spheroid Formation in Microtiter Plates

Evaporation-reducing Culture Condition Increases the Reproducibility of Multicellular Spheroid Formation in Microtiter Plates

Published on: March 7, 2017

Related Experiment Videos

Last Updated: Sep 13, 2025

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

Published on: November 30, 2022

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Published on: July 5, 2024

Evaporation-reducing Culture Condition Increases the Reproducibility of Multicellular Spheroid Formation in Microtiter Plates

Evaporation-reducing Culture Condition Increases the Reproducibility of Multicellular Spheroid Formation in Microtiter Plates

Published on: March 7, 2017

Area of Science:

Materials Science
Additive Manufacturing
Computer Vision

Background:

Powder morphology significantly impacts cold spray additive manufacturing quality, affecting flowability, deposition, and porosity.
Manual image analysis of powder morphology is time-consuming and labor-intensive.
Automated computer vision methods for powder analysis are limited by training data quality.

Purpose of the Study:

To present DualSight, a novel multi-stage computer vision framework.
To improve metallic powder segmentation quality for morphology analysis.
To enable more accurate powder characterization without additional data or model training.

Main Methods:

Development of a multi-stage computer vision framework named DualSight.
Application of the framework to segment metallic powders from scanning electron microscope images.
Evaluation of segmentation quality improvements without new data or retraining.

Main Results:

DualSight demonstrates improved metallic powder segmentation quality.
The framework enhances the accuracy of powder morphology extraction.
Accurate morphology data facilitates better-informed manufacturing decisions.

Conclusions:

DualSight offers a data-efficient approach to improve powder morphology analysis in additive manufacturing.
Enhanced segmentation accuracy leads to better understanding and control of cold spray processes.
This framework supports more reliable and efficient additive manufacturing of metallic materials.