Frontiers in Artificial Intelligence

Review

Published on 30 Oct 2025

Shape modeling of longitudinal medical images: from diffeomorphic metric mapping to deep learning

in Pattern Recognition

Edwin Tay
Nazli Tümer
Amir A. Zadpoor

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1671099

2,364 views

Brief Research Report

Published on 17 Oct 2025

Oral squamous cell carcinoma grading classification using deep transformer encoder assisted dilated convolution with global attention

in Pattern Recognition

Singaraju Ramya
R. I. Minu

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1575427

1,420 views

Original Research

Published on 14 Oct 2025

A hybrid framework for enhanced segmentation and classification of colorectal cancer histopathology

in Pattern Recognition

Aaseegha M. D.
Venkataramana B.

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1647074

2,774 views
1 citation

Original Research

Published on 13 Oct 2025

Enhancing COVID-19 classification of X-ray images with hybrid deep transfer learning models

in Pattern Recognition

Maliki Moustapha
Murat Tasyurek
Celal Ozturk

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1646743

2,414 views

Original Research

Published on 10 Oct 2025

Optimizing surface defect detection with YOLOv9: the role of advanced backbone models

in Pattern Recognition

Zhonglin Zeng
Hongyang Wang
Chi Yao
Zile Dong
Shimin Cai

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1675154

2,501 views
2 citations

Original Research

Published on 25 Sep 2025

Multi-scale and deeply supervised network for image splicing localization

in Pattern Recognition

Sheng Qin
Ce Liang
Yuling Luo
Junxiu Liu
Qiang Fu
Xue Ouyang

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1655073

2,111 views

Original Research

Published on 25 Aug 2025

Investigation of deep learning approaches for automated damage diagnostics in fiber metal laminates using Detectron2 and SAM

in Pattern Recognition

Sanjeev Kumar
Stefan Bosse
Chirag Shah

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1599345

3,735 views

Original Research

Published on 12 Aug 2025

MedAlmighty: enhancing disease diagnosis with large vision model distillation

in Pattern Recognition

Yajing Ren
Zheng Gu
Wen Liu

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1527980

2,589 views
2 citations

Original Research

Published on 17 Jul 2025

FLA-UNet: feature-location attention U-Net for foveal avascular zone segmentation in OCTA images

in Pattern Recognition

Wei Li
Li Cao
He Deng

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1463233

2,012 views
2 citations

Brief Research Report

Published on 11 Jul 2025

High-resolution image inpainting using a probabilistic framework for diverse images with large arbitrary masks

in Pattern Recognition

G. Sumathi
M. Uma Devi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1614608

4,299 views
2 citations

Original Research

Published on 25 Jun 2025

Deep learning-based feature selection for detection of autism spectrum disorder

in Pattern Recognition

Ibrahim Nafisah
Nermine Mahmoud
Ahmed A. Ewees
Mohamed G. Khattap
Abdelghani Dahou
Safar M. Alghamdi
Ibrahim A. Fares
Mohammed Azmi Al-Betar
Mohamed Abd Elaziz

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1594372

6,022 views
20 citations

Original Research

Published on 10 Jun 2025

Mixture of prompts learning for vision-language models

in Pattern Recognition

Yu Du
Tong Niu
Rong Zhao

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1580973

4,655 views
3 citations

Original Research

Published on 30 Apr 2025

Precision enhancement in wireless capsule endoscopy: a novel transformer-based approach for real-time video object detection

in Pattern Recognition

Tsedeke Temesgen Habe
Keijo Haataja
Pekka Toivanen

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1529814

4,276 views
6 citations

Original Research

Published on 03 Apr 2025

Optimized design and performance evaluation of long-pressure-short-extraction ventilation and dust removal system based on the Coanda effect

in Pattern Recognition

Xinguo Wang
Jinbo Zhao
Yufu Li
Zhibin Li

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1565889

2,659 views
2 citations

Original Research

Published on 12 Mar 2025

Three-stage registration pipeline for dynamic lung field of chest X-ray images based on convolutional neural networks

in Pattern Recognition

Yingjian Yang
Jie Zheng
Peng Guo
Qi Gao
Yingwei Guo
Ziran Chen
Chengcheng Liu
Tianqi Wu
Zhanglei Ouyang
Huai Chen

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1466643

2,524 views
5 citations

Original Research

Published on 14 Feb 2025

Spherical model for Minimalist Machine Learning paradigm in handling complex databases

in Pattern Recognition

Raúl Jimenez-Cruz
Cornelio Yáñez-Márquez
Miguel Gonzalez-Mendoza
Yenni Villuendas-Rey
Raúl Monroy

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1521063

2,375 views
1 citation

Original Research

Published on 18 Dec 2024

Interpreting CNN models for musical instrument recognition using multi-spectrogram heatmap analysis: a preliminary study

in Pattern Recognition

Rujia Chen
Akbar Ghobakhlou
Ajit Narayanan

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1499913

4,904 views
5 citations

Original Research

Published on 13 Dec 2024

A synthetic segmentation dataset generator using a 3D modeling framework and raycaster: a mining industry application

in Pattern Recognition

Wilhelm Johannes Kilian
Jaco Prinsloo
Jan Vosloo
Stéphan Taljaard

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1453931

2,698 views

Original Research

Published on 27 Nov 2024

Multimodal driver emotion recognition using motor activity and facial expressions

in Pattern Recognition

Carlos H. Espino-Salinas
Huizilopoztli Luna-García
José M. Celaya-Padilla
Cristian Barría-Huidobro
Nadia Karina Gamboa Rosales
David Rondon
Klinge Orlando Villalba-Condori

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1467051

8,263 views
12 citations

Brief Research Report

Published on 06 Nov 2024

Inpainting of damaged temple murals using edge- and line-guided diffusion patch GAN

in Pattern Recognition

G. Sumathi
M. Uma Devi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1453847

3,996 views
8 citations

Original Research

Published on 01 Oct 2024

The application of explainable artificial intelligence methods to models for automatic creativity assessment

in Pattern Recognition

Anastasia S. Panfilova
Ekaterina A. Valueva
Ivan Y. Ilyin

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1310518

3,967 views
5 citations

Methods

Published on 23 Sep 2024

Image restoration in frequency space using complex-valued CNNs

in Pattern Recognition

Zafran Hussain Shah
Marcel Müller
Wolfgang Hübner
Henning Ortkrass
Barbara Hammer
Thomas Huser
Wolfram Schenck

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1353873

3,953 views
3 citations

Correction

Published on 03 Sep 2024

Corrigendum: Contextual emotion detection in images using deep learning

in Pattern Recognition

Fatiha Limami
Boutaina Hdioud
Rachid Oulad Haj Thami

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1476791

1,504 views

Original Research

Published on 09 Aug 2024

Using synthetic dataset for semantic segmentation of the human body in the problem of extracting anthropometric data

in Pattern Recognition

Azat Absadyk
Olzhas Turar
Darkhan Akhmed-Zaki

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1336320

2,898 views
1 citation

58 articles

articles

Shape modeling of longitudinal medical images: from diffeomorphic metric mapping to deep learning

Oral squamous cell carcinoma grading classification using deep transformer encoder assisted dilated convolution with global attention

A hybrid framework for enhanced segmentation and classification of colorectal cancer histopathology

Enhancing COVID-19 classification of X-ray images with hybrid deep transfer learning models

Optimizing surface defect detection with YOLOv9: the role of advanced backbone models

Multi-scale and deeply supervised network for image splicing localization

Investigation of deep learning approaches for automated damage diagnostics in fiber metal laminates using Detectron2 and SAM

MedAlmighty: enhancing disease diagnosis with large vision model distillation

FLA-UNet: feature-location attention U-Net for foveal avascular zone segmentation in OCTA images

High-resolution image inpainting using a probabilistic framework for diverse images with large arbitrary masks

Deep learning-based feature selection for detection of autism spectrum disorder

Mixture of prompts learning for vision-language models

Precision enhancement in wireless capsule endoscopy: a novel transformer-based approach for real-time video object detection

Optimized design and performance evaluation of long-pressure-short-extraction ventilation and dust removal system based on the Coanda effect

Three-stage registration pipeline for dynamic lung field of chest X-ray images based on convolutional neural networks

Spherical model for Minimalist Machine Learning paradigm in handling complex databases

Interpreting CNN models for musical instrument recognition using multi-spectrogram heatmap analysis: a preliminary study

A synthetic segmentation dataset generator using a 3D modeling framework and raycaster: a mining industry application

Multimodal driver emotion recognition using motor activity and facial expressions

Inpainting of damaged temple murals using edge- and line-guided diffusion patch GAN

The application of explainable artificial intelligence methods to models for automatic creativity assessment

Image restoration in frequency space using complex-valued CNNs

Corrigendum: Contextual emotion detection in images using deep learning

Using synthetic dataset for semantic segmentation of the human body in the problem of extracting anthropometric data