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

Transcriptomic analysis reveals regulation of adipogenesis via long non-coding RNA, alternative splicing, and alternative polyadenylation.

Scientific reports·2024

Same author

The precise function of alphaherpesvirus tegument proteins and their interactions during the viral life cycle.

Frontiers in microbiology·2024

Same author

Duck STING mediates antiviral autophagy directing the interferon signaling pathway to inhibit duck plague virus infection.

Veterinary research·2024

Same author

METTL3-mediated chromatin contacts promote stress granule phase separation through metabolic reprogramming during senescence.

Nature communications·2024

Same author

Clinical risk factors and outcomes of carbapenem-resistant <i>Escherichia coli</i> nosocomial infections in a Chinese teaching hospital: a retrospective study from 2013 to 2020.

Microbiology spectrum·2024

Same author

Integrative and conjugative elements of <i>Pasteurella multocida</i>: Prevalence and signatures in population evolution.

Virulence·2024

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: Jun 29, 2025

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Published on: July 5, 2024

Image rectangling network based on reparameterized transformer and assisted learning.

Lichun Yang¹, Bin Tian², Tianyin Zhang¹

¹Key Laboratory of Optoelectronic Technology and Intelligent Control, Ministry of Education, Lanzhou Jiaotong University, Gansu, Lanzhou, China.

Scientific Reports

|March 25, 2024

Summary

This summary is machine-generated.

This study introduces a novel image rectangling method using a reparameterized transformer and assisted learning. The approach effectively rectangles stitched images with irregular boundaries, preserving content fidelity and improving efficiency.

Keywords:

Assisted learning Image rectangling Re-parameterization Single wrap

More Related Videos

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

Published on: April 21, 2023

Author Spotlight: Revolutionizing Remote Surgery with Augmented Reality and Robotics for Enhanced Precision and Accessibility

Author Spotlight: Revolutionizing Remote Surgery with Augmented Reality and Robotics for Enhanced Precision and Accessibility

Published on: August 9, 2024

Related Experiment Videos

Last Updated: Jun 29, 2025

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Published on: July 5, 2024

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

Published on: April 21, 2023

Author Spotlight: Revolutionizing Remote Surgery with Augmented Reality and Robotics for Enhanced Precision and Accessibility

Author Spotlight: Revolutionizing Remote Surgery with Augmented Reality and Robotics for Enhanced Precision and Accessibility

Published on: August 9, 2024

Area of Science:

Computer Vision
Image Processing
Artificial Intelligence

Background:

Stitched images offer wider fields of view but often have irregular boundaries.
Existing rectangling methods can cause content distortion and data loss.

Purpose of the Study:

To develop an effective image rectangling solution for stitched images.
To overcome limitations of current rectangling techniques regarding distortion and boundary information loss.

Main Methods:

Utilized a reparameterized transformer structure for rectangling.
Incorporated an assisted learning network to support the rectangling process.
Implemented a local thin-plate spline transform for efficient local deformation and parallel processing.

Main Results:

Achieved state-of-the-art performance in stitched image rectangling.
Maintained high content fidelity.
Demonstrated efficiency with a low number of parameters.

Conclusions:

The proposed method offers a superior solution for rectangling stitched images.
The approach effectively addresses irregular boundaries while preserving image content.
The method presents a computationally efficient and high-fidelity rectangling technique.