Frontiers in Computer Science

Original Research

Published on 20 Feb 2026

An improved contrastive learning loss function for automated clock-drawing test grading with implications for cognitive impairment screening

in Computer Vision

Ning Liu
Qian Sun
Xiaoyin Xu
Haifeng Mou
Xinhai Liao
Bokai Rong
Lingxing Wang

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1690044

230 views

Original Research

Accepted on 13 Feb 2026

Single-Item Training for Multi-Dish Recognition: A Class-Agnostic Framework for Indian Food Platters

in Computer Vision

Keerthi Garisa
Ravi Kant Kumar
Priyanka Singh

Frontiers in Computer Science

132 views

Methods

Published on 11 Feb 2026

PrecisionMicro-DETR: enhancing small pulmonary nodule detection in CT scans with multi-scale feature fusion and lightweight design

in Computer Vision

Jianle Chen
Jianyu Zhu
YuYan Lin
Fuqin Deng
Lanhui Fu
Huilian Liao

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1763780

293 views

Original Research

Published on 05 Feb 2026

Adaptive self-attention for enhanced segmentation of adult gliomas in multi-modal MRI

in Computer Vision

Evan P. Savaria
Jiangwen Sun

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1721892

395 views

Original Research

Published on 22 Jan 2026

Using domain adaptation and transfer learning techniques to enhance performance across multiple datasets in COVID-19 detection

in Computer Vision

Vengai Musanga
Colin Chibaya
Serestina Viriri

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1639421

1,461 views

Original Research

Published on 15 Jan 2026

DeepGeoFusion: personalized facial beauty prediction through geometric-visual fusion

in Computer Vision

Kunwei Wang
Yanzhi Li
Dong Huang
Junmei Feng
Xiaoyi Feng

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1692523

931 views

Original Research

Published on 14 Jan 2026

Toward real-time emotion recognition in fog computing-based systems: leveraging interpretable PCA_CNN, YOLO with self-attention mechanism

in Computer Vision

Nora EL Rashidy
Eman Allogmani
Esraa Hassan
Khaled Alnowaiser
Hela Elmannai
Zainab H. Ali

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1714394

835 views

Original Research

Published on 12 Jan 2026

EAC-YOLO: a surface damage identification method of lightweight membrane structure based on improved YOLO11

in Computer Vision

Zihang Yin
Limei Zhang
Huarong Liu
Qiuyue Du
Chongchong Yu

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1700167

556 views

Editorial

Published on 26 Nov 2025

Editorial: Foundation models for healthcare: innovations in generative AI, computer vision, language models, and multimodal systems

in Computer Vision

Sokratis Makrogiannis

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1744581

1,577 views

Original Research

Published on 25 Nov 2025

Segments-aware universal adversarial perturbations purification on 3D point cloud classifiers

in Computer Vision

Yang Gao
Xianrui Chang
Haoran Li
Jian Xu

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1626359

743 views

Original Research

Published on 06 Nov 2025

RWAFormer: a lightweight road LiDAR point cloud segmentation network based on transformer

in Computer Vision

Zirui Li
Lei Chen
Ying Liu
Shuang Zhao
Qinghe Guan

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1542813

1,721 views
1 citation

Original Research

Published on 05 Nov 2025

Optimized encoder-based transformers for improved local and global integration in railway image classification

in Computer Vision

Lilan Li
Xuemei Zhan
TianTian Wu
Hua Ma

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1658556

834 views

Original Research

Published on 08 Oct 2025

Improving remote sensing scene classification with data augmentation techniques to mitigate class imbalance

in Computer Vision

Ping Wang
Xin Zhao
Yuanhui Chen
Lili Zhan

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1613648

1,801 views
1 citation

Original Research

Published on 19 Sep 2025

Efficient rotation invariance in deep neural networks through artificial mental rotation

in Computer Vision

Lukas Tuggener
Thilo Stadelmann
Jürgen Schmidhuber

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1644044

1,867 views

Mini Review

Published on 18 Sep 2025

From shades to vibrance: a comprehensive review of modern image colorization techniques

in Computer Vision

Oshen Geenath
Y. H. P. P. Priyadarshana

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1626641

3,651 views

Original Research

Published on 01 Sep 2025

Heterogeneous ensemble learning: modified ConvNextTiny for detecting molecular expression of breast cancer on standard biomarkers

in Computer Vision

Indo Intan
Andrea Stevens Karnyoto
Sitti Harlina
Berti Julian Nelwan
Devin Setiawan
Amalia Yamin
Ririn Endah Puspitasari

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1569017

5,179 views

Original Research

Published on 01 Sep 2025

LLaVA-GM: lightweight LLaVA multimodal architecture

in Computer Vision

Zhiyin Han
Xiaoqun Liu
Juan Hao

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1626346

4,532 views

Original Research

Published on 30 Jul 2025

Deep learning for vision screening in resource-limited settings: development of multi-branch CNN for refractive error detection based on smartphone image

in Computer Vision

Muhammad Syauqie
Harry Patria
Sutanto Priyo Hastono
Kemal Nazaruddin Siregar
Nila Djuwita Farieda Moeloek

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1576958

2,242 views
1 citation

Original Research

Published on 15 Jul 2025

Convolutional spatio-temporal sequential inference model for human interaction behavior recognition

in Computer Vision

Lizhong Jin
Rulong Fan
Xiaoling Han
Xueying Cui

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1576775

1,582 views

Original Research

Published on 11 Jul 2025

UAV-based estimation of post-sowing rice plant density using RGB imagery and deep learning across multiple altitudes

in Computer Vision

Trong Hieu Luu
Thanh Tam Nguyen
Quang Hieu Ngo
Huu Cuong Nguyen
Phan Nguyen Ky Phuc

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1551326

2,515 views
1 citation

Original Research

Published on 19 Jun 2025

Leveraging foundation models and goal-dependent annotations for automated cell confluence assessment

in Computer Vision

Maximilian Josef Joas
Daniel Freund
Robert Haase
Erhard Rahm
Jan Ewald

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1562358

1,991 views

Review

Published on 13 Jun 2025

Challenges and advancements in image-based 3D reconstruction of large-scale urban environments: a review of deep learning and classical methods

in Computer Vision

Alireza Akhavi Zadegan
Damien Vivet
Amnir Hadachi

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1467103

6,441 views
3 citations

Original Research

Published on 01 May 2025

An effective approach for real-time drowsy driving prediction using quantized fisher-Gabor features and latent-dynamic conditional random fields

in Computer Vision

Samy Bakheet
Ayoub Al-Hamadi
Abed Alanazi

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1437084

3,414 views

Original Research

Published on 24 Apr 2025

A benchmark dataset and methodology for fine grained vehicle make and model classification

in Computer Vision

Sobia Hayee
Fawad Hussain
Muhammad Haroon Yousaf
Muhammad Yasir
Shahzor Ahmad
Serestina Viriri

Frontiers in Computer Science

doi 10.3389/fcomp.2025.1561899

3,742 views

129 articles

articles

An improved contrastive learning loss function for automated clock-drawing test grading with implications for cognitive impairment screening

Single-Item Training for Multi-Dish Recognition: A Class-Agnostic Framework for Indian Food Platters

PrecisionMicro-DETR: enhancing small pulmonary nodule detection in CT scans with multi-scale feature fusion and lightweight design

Adaptive self-attention for enhanced segmentation of adult gliomas in multi-modal MRI

Using domain adaptation and transfer learning techniques to enhance performance across multiple datasets in COVID-19 detection

DeepGeoFusion: personalized facial beauty prediction through geometric-visual fusion

Toward real-time emotion recognition in fog computing-based systems: leveraging interpretable PCA_CNN, YOLO with self-attention mechanism

EAC-YOLO: a surface damage identification method of lightweight membrane structure based on improved YOLO11

Editorial: Foundation models for healthcare: innovations in generative AI, computer vision, language models, and multimodal systems

Segments-aware universal adversarial perturbations purification on 3D point cloud classifiers

RWAFormer: a lightweight road LiDAR point cloud segmentation network based on transformer

Optimized encoder-based transformers for improved local and global integration in railway image classification

Improving remote sensing scene classification with data augmentation techniques to mitigate class imbalance

Efficient rotation invariance in deep neural networks through artificial mental rotation

From shades to vibrance: a comprehensive review of modern image colorization techniques

Heterogeneous ensemble learning: modified ConvNextTiny for detecting molecular expression of breast cancer on standard biomarkers

LLaVA-GM: lightweight LLaVA multimodal architecture

Deep learning for vision screening in resource-limited settings: development of multi-branch CNN for refractive error detection based on smartphone image

Convolutional spatio-temporal sequential inference model for human interaction behavior recognition

UAV-based estimation of post-sowing rice plant density using RGB imagery and deep learning across multiple altitudes

Leveraging foundation models and goal-dependent annotations for automated cell confluence assessment

Challenges and advancements in image-based 3D reconstruction of large-scale urban environments: a review of deep learning and classical methods

An effective approach for real-time drowsy driving prediction using quantized fisher-Gabor features and latent-dynamic conditional random fields

A benchmark dataset and methodology for fine grained vehicle make and model classification