Frontiers in Computer Science

Original Research

Published on 13 Nov 2026

A hybrid deep learning and ensemble framework for thermal image-based metal detection and classification system

in Computer Vision

Siva Rajesh Chiluveru
Usha Kumari
Surfarazhussain S. Halkarni
Shuvendu Rana

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1953285

193 views

Original Research

Published on 11 Nov 2026

AutoSwin: learned downsampling for adapting high-resolution chest X-rays to fixed-resolution foundation models

in Computer Vision

Joshua Bruton
Sean Terespolsky
Warrick Sive
Rodney Ehrlich
Annalee Yassi
Hairong Wang
Richard Klein

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1947682

361 views

Original Research

Accepted on 10 Nov 2026

Risk-Constrained Data Mixing and Distribution Anchoring for Recursive Synthetic-Data Learning

in Computer Vision

Linjiang Fang

Frontiers in Computer Science

Original Research

Accepted on 07 Nov 2026

Auxiliary Refinement Attention-Enhanced ConvNeXt for Diabetic Retinopathy Severity Classification

in Computer Vision

Hazem Yousef Al-Sebaay
Hadeer El-Saadawy
Maryam Al-Berry
Safaa El-Sayed Amin

Frontiers in Computer Science

143 views

Original Research

Published on 30 Oct 2026

PestFG-RTDETR: an efficient pest detector for small targets in dense trap-captured scenes

in Computer Vision

Meng Zhang
Xianliang Jiang
Zijian Le
Guang Jin

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1940983

676 views

Original Research

Accepted on 29 Oct 2026

Multimodal MRI Brain Lesion Segmentation Using Parallel Autoencoder Gateways for Orthogonally Diffused Augmentation Network

in Computer Vision

Ranadeep Bhuyan
Gypsy Nandi

Frontiers in Computer Science

188 views

Original Research

Accepted on 26 Oct 2026

Regional ViT-Adaptive Dilated YOLOv10 for Traffic Sign Detection with Variational Conditional DDGAN-based Image Dehazing

in Computer Vision

Thiyagarajan V
VIDHYAPATHI C M

Frontiers in Computer Science

250 views

Original Research

Published on 26 Oct 2026

Leaf identity and visual group splitting in potato disease classification

in Computer Vision

Andrés Guerrero-Jaramillo
Hugo Vega-Huerta
Gustavo Arredondo-Castillo
William Enriquez
Rubén Gil-Calvo
Juan Honorato Luna-Valdez
Antonio Mambret Luna-Figueroa
Maria Laura Barrera-Cajachagua
Juan Carlos Lázaro-Guillermo
Mario Chauca

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1946705

771 views

Original Research

Accepted on 20 Oct 2026

Improving Object Tracking Efficiency through YOLO-Based Appearance Representation

in Computer Vision

Ayoub EL-ALAMI
Younes Nadir
Khalifa Mansouri

Frontiers in Computer Science

358 views

Original Research

Published on 19 Oct 2026

BGAFS-UNet: adaptive feature fusion via boundary guided sampling for retinal vessel segmentation

in Computer Vision

Guoce Zhang
Zhezhe Zhu
Aizimaiti Xiaokaiti

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1896171

771 views

Original Research

Accepted on 09 Oct 2026

Theoretical and empirical modeling of a driver condition monitoring system using classical methods and convolutional neural networks

in Computer Vision

Bauyrzhan Smakanov
Indira Uvaliyeva

Frontiers in Computer Science

496 views

Original Research

Published on 09 Oct 2026

TCNNISTD: a parallel transformer–CNN network for infrared small target detection

in Computer Vision

Kaiheng Dai
Qiong Song
Qian Li
Chen Cheng
Yining Huang

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1895843

923 views

Original Research

Published on 02 Oct 2026

Efficient video violence detection through segmented temporal sampling and CNN–transformer modeling

in Computer Vision

Fray L. Becerra-Suarez
Karem Menacho-Navarrete
Mónica Díaz
Franccesca A. Recharte-Trucios
Felix R. Landeo-Castillo
Lloy Pinedo

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1934449

866 views

Original Research

Published on 09 Sep 2026

Multi-stage generative enhancement and foundation model framework for automated dental implant identification: assessing the preprocessing paradox

in Computer Vision

Veena Benakatti
Ramesh P. Nayakar
Mallikarjun Anandhalli

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1911640

885 views

Original Research

Published on 03 Sep 2026

LPD-Net: lightweight adaptive weight-driven dual-stream network guided by physics-inspired priors for structure-preserving underwater image enhancement

in Computer Vision

Junming Liu
Jiajun Liang
Shaoliang Shi
Shiqiao Ruan
Junbo He
Qingnan Huang
Xiangsuo Fan

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1908061

1,300 views

Original Research

Published on 03 Sep 2026

Linearly constrained multi-representation domain generalization for unseen-bearing RUL prediction

in Computer Vision

Zhuoheng Dai
Lei Jiang
Liang Peng
Yingna Chen

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1833609

1,355 views

Original Research

Published on 03 Sep 2026

Tri-fusion deep learning model for early breast cancer screening using multimodal biomedical data

in Computer Vision

J. Lilly Roseline Mary
R. Venkatesan
M. Mythily
D. Jasmine David

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1853963

1,472 views

Original Research

Published on 31 Aug 2026

Spatiotemporal vision transformers with Byzantine-robust federated prompt tuning for continuous urban perception

in Computer Vision

Rajesh Ankareddy
Radhakrishnan Delhibabu

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1892207

1,054 views

Original Research

Accepted on 21 Aug 2026

A Morphological Image Resource for Philippine Liberica Coffee (Coffea liberica)

in Computer Vision

Francis G. Balazon
Dioneces Alimoren
Jonnah Melo
Rischelle Sulit
Melmar Eje

Frontiers in Computer Science

596 views

Original Research

Published on 12 Aug 2026

A feature-enhanced and attention-focused intelligent detection method for water-floating garbage

in Computer Vision

Zhengwei Wang
Baijing Wu
Ke Gao

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1859574

1,121 views

Original Research

Published on 31 Jul 2026

Semantic de-identification of burned-in PHI in DICOM medical images: a deep learning–NLP pipeline validated on clinical and phantom TMM datasets

in Computer Vision

Remya Sethulekshmi
Manu J. Pillai
Nihal Ahammed
Somula Ramasubbareddy
Yong Yun Cho

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1838941

2,364 views

Original Research

Published on 14 Jul 2026

A unified benchmarking framework for vector databases in scalable embedding-based image retrieval systems

in Computer Vision

Somula Ramasubbareddy
S. Remya
Sathishkumar Veerappampalayam Easwaramoorthy
Gaddam A. Sanjeeva Reddy
Yong Yun Cho
Manu J. Pillai

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1819991

3,890 views

Original Research

Published on 14 Jul 2026

Learning under extreme data scarcity: an enhanced hybrid CRNN with calibration and test-time augmentation for multi-class lung CT classification

in Computer Vision

V. Maheswari
H. Parveen Sultana

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1798168

1,330 views

Original Research

Published on 13 Jul 2026

DSF-Net: dual selective fusion network with spatial-frequency domain encoding for retinal vessel segmentation

in Computer Vision

Feng Liang
Xiaoqi Sheng
Yang Liu
Ruizhuo Li
Yanmin Shi

Frontiers in Computer Science

doi 10.3389/fcomp.2026.1851511

1,821 views
1 citation

161 articles

articles

A hybrid deep learning and ensemble framework for thermal image-based metal detection and classification system

AutoSwin: learned downsampling for adapting high-resolution chest X-rays to fixed-resolution foundation models

Risk-Constrained Data Mixing and Distribution Anchoring for Recursive Synthetic-Data Learning

Auxiliary Refinement Attention-Enhanced ConvNeXt for Diabetic Retinopathy Severity Classification

PestFG-RTDETR: an efficient pest detector for small targets in dense trap-captured scenes

Multimodal MRI Brain Lesion Segmentation Using Parallel Autoencoder Gateways for Orthogonally Diffused Augmentation Network

Regional ViT-Adaptive Dilated YOLOv10 for Traffic Sign Detection with Variational Conditional DDGAN-based Image Dehazing

Leaf identity and visual group splitting in potato disease classification

Improving Object Tracking Efficiency through YOLO-Based Appearance Representation

BGAFS-UNet: adaptive feature fusion via boundary guided sampling for retinal vessel segmentation

Theoretical and empirical modeling of a driver condition monitoring system using classical methods and convolutional neural networks

TCNNISTD: a parallel transformer–CNN network for infrared small target detection

Efficient video violence detection through segmented temporal sampling and CNN–transformer modeling

Multi-stage generative enhancement and foundation model framework for automated dental implant identification: assessing the preprocessing paradox

LPD-Net: lightweight adaptive weight-driven dual-stream network guided by physics-inspired priors for structure-preserving underwater image enhancement

Linearly constrained multi-representation domain generalization for unseen-bearing RUL prediction

Tri-fusion deep learning model for early breast cancer screening using multimodal biomedical data

Spatiotemporal vision transformers with Byzantine-robust federated prompt tuning for continuous urban perception

A Morphological Image Resource for Philippine Liberica Coffee (Coffea liberica)

A feature-enhanced and attention-focused intelligent detection method for water-floating garbage

Semantic de-identification of burned-in PHI in DICOM medical images: a deep learning–NLP pipeline validated on clinical and phantom TMM datasets

A unified benchmarking framework for vector databases in scalable embedding-based image retrieval systems

Learning under extreme data scarcity: an enhanced hybrid CRNN with calibration and test-time augmentation for multi-class lung CT classification

DSF-Net: dual selective fusion network with spatial-frequency domain encoding for retinal vessel segmentation