Frontiers in Artificial Intelligence

Original Research

Published on 17 Aug 2026

Evaluating the robustness of specialized and general-purpose facial expression recognition systems across varied scenarios

in Pattern Recognition

José Salas-Cáceres
Javier Lorenzo-Navarro
Modesto Castrillón-Santana
Patricia Picazo-Peral
Sergio Moreno-Gil

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1800342

166 views

Original Research

Published on 14 Aug 2026

Reassessing demographic bias in face attribute classification: a statistically grounded multi-model evaluation on FairFace and UTKFace

in Pattern Recognition

Andisani Nemavhola
Serestina Viriri
Colin Chibaya

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1817529

374 views

Original Research

Published on 06 Aug 2026

Emotion recognition from body movement through interpretable motion-aware sequential modeling

in Pattern Recognition

Sergio Esteban-Romero
Iván Martín-Fernández
Rubén San-Segundo
Manuel Gil-Martín
Fernando Fernández-Martínez

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1897208

483 views

Original Research

Accepted on 03 Aug 2026

SE-ResAutoNet: An Attention and Residual Learning Framework for Reliable Gait-Based Suspect Identification

in Pattern Recognition

Vaishnavi Munusamy
Sudha Senthilkumar

Frontiers in Artificial Intelligence

237 views

Original Research

Accepted on 31 Jul 2026

An Optimized Block-based Intuitionistic Fuzzy Framework for Multi-Focus Image Fusion

in Pattern Recognition

Ragavendirane M S
Reegan Jebadass J
Dhanasekar S
Lakshmanan S

Frontiers in Artificial Intelligence

294 views

Original Research

Accepted on 29 Jul 2026

Quantum-Enhanced Deep Learning Models for Automated Defect Detection in Materials

in Pattern Recognition

Aniket Garg
Snehal Sushibine
Diya Choudhuri
Shrey Anand
Helen Vijitha P
Jai Vinita L
PARVATHY A K
Vinaytosh Mishra
Thompson Stephan

Frontiers in Artificial Intelligence

268 views

Original Research

Accepted on 27 Jul 2026

Basis-Driven Learnable Operator for MLP-Mixers

in Pattern Recognition

Ahmed Elsheikh
Mohammed Fouda
Ahmed Mohamed Eltawil

Frontiers in Artificial Intelligence

153 views

Original Research

Accepted on 27 Jul 2026

A Unified MAP-EM Approach to Stable Gaussian Mixture Clustering with Priors, Graphs, and Split–Merge Adaptation for Document Clustering

in Pattern Recognition

Sumathi Subbarayan
Hannah Grace G

Frontiers in Artificial Intelligence

183 views

Original Research

Published on 27 Jul 2026

Hybrid CNN with angular margin supervision for robust face identification and verification

in Pattern Recognition

Andisani Nemavhola
Colin Chibaya
Serestina Viriri

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1816796

537 views

Editorial

Accepted on 23 Jul 2026

Editorial: Deep Learning for Computer Vision and Measurement Systems

in Pattern Recognition

Seyed Jalaleddin Mousavirad
Mohammed El-Abd
Diego Oliva

Frontiers in Artificial Intelligence

278 views

Original Research

Accepted on 22 Jul 2026

Multi-scale Attentional Feature fusion-based Traffic Sign Detection using Image Dehazing Process of SPP-CAE and Improved Optimization of YOLOv9 Model

in Pattern Recognition

Thiyagarajan V
VIDHYAPATHI C M

Frontiers in Artificial Intelligence

273 views

Original Research

Published on 16 Jul 2026

PSO-based parameter optimization of intuitionistic fuzzy generator for low-light image enhancement

in Pattern Recognition

Uma Maheswari S.
Jagatheswari S.

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1858540

718 views

Original Research

Published on 07 Jul 2026

Towards synthetic fillers for fair photo lineups: application of generative AI in criminal law proceedings

in Pattern Recognition

A. Dörsch
R. Nichols
C. Busch
C. Rathgeb

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1834376

890 views

Original Research

Published on 02 Jul 2026

Symmetry-constrained hybrid quantum-classical convolutional neural networks for rotation-robust face recognition

in Pattern Recognition

S. Sony Priya
R. I. Minu

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1878911

1,016 views

Original Research

Published on 30 Jun 2026

Compact waste image classification with multi-student CNNs and edge-oriented model selection

in Pattern Recognition

Mohamed Echchidmi
Anas Bouayad

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1804734

1,016 views

Original Research

Published on 23 Jun 2026

Evaluating the real-world robustness of face-swap detection models under compression and noise

in Pattern Recognition

Li Baocai
Fazli Bin Azzali
Nik Fatinah binti N. Mohd Farid

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1835651

1,600 views

Original Research

Published on 16 Jun 2026

Violation detection in power operation sites based on multi-scale detection and few-shot learning

in Pattern Recognition

Yaokuan Wen
Jun Wang
Qiming Liu
Mo Zhou
Minzhe Tian

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1833234

820 views

Original Research

Published on 12 Jun 2026

Adaptive quadtree-based segmentation of nucleus and cytoplasm in pap-smear images: a lightweight and interpretable approach for automated cytology

in Pattern Recognition

Wasswa William
Andrew Ware

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1834763

824 views

Original Research

Published on 10 Jun 2026

An efficient hybrid CNN–transformer framework for real-time weapon detection and face recognition

in Pattern Recognition

P. Shanthi
V. Manjula

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1841848

1,127 views

Original Research

Published on 29 May 2026

Deep learning and multi-statistical features: an intra-frame forgery detection video method

in Pattern Recognition

Diaa Uliyan
Manal Eid Alazmi
Mohammad Alsaffar
Moham’d Al-Dlalah
Meshari Alazmi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1784359

2,011 views

Original Research

Published on 29 May 2026

Redefining lightweight vision models for healthcare AI

in Pattern Recognition

Linus Lee
Zhibin Feng
Jen Hong Tan
Chiaw-Ling Chng

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1824634

1,773 views

Original Research

Published on 28 May 2026

HybridWeaveNet: deep cultural pattern recognition for Indian handloom heritage fabrics

in Pattern Recognition

S. A. Anuraag Shankar
A. Sasithradevi
G. Krishnaraj
S. Kanimozhi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1809586

1,475 views

Original Research

Published on 15 May 2026

In-context adaptation of VLMs for few-shot cell detection in optical microscopy

in Pattern Recognition

Shreyan Ganguly
Angona Biswas
Jaydeep Rade
Md Hasibul Hasan Hasib
Nabila Masud
Nitish Singla
Abhipsa Dash
Ushashi Bhattacharjee
Soumik Sarkar
Aditya Balu

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1761903

1,512 views

Original Research

Published on 13 May 2026

A multi-class defect detection method for substations based on the improved YOLOv10n

in Pattern Recognition

Long Huang
Kangning Li
Tianren Fu
Jinlei Zhu
Yunhao Zhong
Xingfei Wang

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1759740

1,192 views

77 articles

articles

Evaluating the robustness of specialized and general-purpose facial expression recognition systems across varied scenarios

Reassessing demographic bias in face attribute classification: a statistically grounded multi-model evaluation on FairFace and UTKFace

Emotion recognition from body movement through interpretable motion-aware sequential modeling

SE-ResAutoNet: An Attention and Residual Learning Framework for Reliable Gait-Based Suspect Identification

An Optimized Block-based Intuitionistic Fuzzy Framework for Multi-Focus Image Fusion

Quantum-Enhanced Deep Learning Models for Automated Defect Detection in Materials

Basis-Driven Learnable Operator for MLP-Mixers

A Unified MAP-EM Approach to Stable Gaussian Mixture Clustering with Priors, Graphs, and Split–Merge Adaptation for Document Clustering

Hybrid CNN with angular margin supervision for robust face identification and verification

Editorial: Deep Learning for Computer Vision and Measurement Systems

Multi-scale Attentional Feature fusion-based Traffic Sign Detection using Image Dehazing Process of SPP-CAE and Improved Optimization of YOLOv9 Model

PSO-based parameter optimization of intuitionistic fuzzy generator for low-light image enhancement

Towards synthetic fillers for fair photo lineups: application of generative AI in criminal law proceedings

Symmetry-constrained hybrid quantum-classical convolutional neural networks for rotation-robust face recognition

Compact waste image classification with multi-student CNNs and edge-oriented model selection

Evaluating the real-world robustness of face-swap detection models under compression and noise

Violation detection in power operation sites based on multi-scale detection and few-shot learning

Adaptive quadtree-based segmentation of nucleus and cytoplasm in pap-smear images: a lightweight and interpretable approach for automated cytology

An efficient hybrid CNN–transformer framework for real-time weapon detection and face recognition

Deep learning and multi-statistical features: an intra-frame forgery detection video method

Redefining lightweight vision models for healthcare AI

HybridWeaveNet: deep cultural pattern recognition for Indian handloom heritage fabrics

In-context adaptation of VLMs for few-shot cell detection in optical microscopy

A multi-class defect detection method for substations based on the improved YOLOv10n