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Pattern Analysis and Applications, Volume 29
Volume 29, Number 1, March 2026
- Shuwen Jia, Yongxiong Wang, Han Chen, Shuai Huang:

ORDMP: self-supervised monocular depth estimation via optical-flow-reconstructed directional masks and large-model teacher pseudo-labels. 1 - Minghui Ma, Lingfeng Wang, Liping Guo:

A lightweight dual-RepViT model for efficient tuberculosis detection using chest X-ray images. 2 - Minju Jung, Sunghyun Baek, Yunho Jeon, Junmo Kim:

Prior knowledge of layer-specific pruning numbers guarantees effective random pruning at initialization. 3 - Yi Ding, Yilin Zhang, Xiaoyong Zhang, Mingsheng Cao, Xianmin Wang:

A two-branch information-enhanced multi-objective semantic segmentation network for echocardiographic images. 4 - Weijia Fan, Yan Huang, Zhixiang Cai, Chunsong Chen, Yanxi Liu, Jiajun Wen, Xi Jia, Linlin Shen, Jiancan Zhou, Qiufu Li:

AEPL: Adaptive empirical prototype learning with dynamic margins for deep face recognition. 5 - Gültekin Isik

, Fesih Keskin
:
CA-SAUNet: Coordinate-Attention Enhanced Shape Attentive UNet for medical and agricultural image segmentation. 6 - Ashima Jain:

GANIRSR: enhanced image super-resolution via generative adversarial network integrated with inception modules and residual blocks. 7 - Hongtian Zhao, Hui Xu:

Image dehazing with an ℓ 0-regularized extreme channels prior. 8 - Jing Zhang, Zining Wu, Gaoxiang Zheng, Zhan Liu, Yongheng Tang:

Multi-level feature enhancement and cross-layer fusion for small object ship detection. 9 - Hengameh Mirhajianmoghadam, Behrouz Bolourian Haghighi:

Eynet: extended YOLO for airport detection in remote sensing images. 10 - Do Thanh Ton, Duc-Tuan-Anh Nguyen, Van-Hau Nguyen:

A novel fusion of ArcLoss and AutoEncoder for high-precision handwritten signature verification. 11 - Sajedeh Morabbi, Hadi Soltanizadeh

, Saeed Mozaffari, Mohammad Javad Fadaeieslam:
Partial derivative regularized knowledge transformation for deep neural networks generalization. 12 - Hafeez Anwar

:
Butterflies and benchmarks: a systematic evaluation of deep learning backbones to identify the best model for image-based butterflies species recognition. 13 - Meihua Gu, Guiping Yao, Xiaoxiao Dong, Yang Pan:

Multi-scale clothing image instance segmentation method based on improved YOLOv8-seg. 14 - Zhenghao Chang, Ruhan He, Yongsheng Yu:

Rectangular kernels for information-dense domains in environmental sound classification. 15 - Qiqi Song, Guoyun Lian, Jingyu Du, Xinyu Ouyang, Mengting Zhou, Jinfeng Yang:

TEMI-SwinUNet: a transformer-enhanced multi-scale integration network for multi-lesion segmentation in diabetic retinopathy. 16 - Shengqi Chen, Pengchao Deng, Wenting Yu, Guohua Wu

:
MS-YOLO: a multi-scale model for accurate and efficient blood cell detection. 17 - Kun Jiang, Hongmei Wang, Ping Li:

A safe screening rule for accelerating improved nonparallel support vector machine. 18 - Xingzhu Liang, Guoao Ge:

MSSMamba: hybrid multi-scale spatial-state mamba with frequency-adaptive boundary refinement for medical image segmentation. 19 - Minghan Li, Yun Wu, Chengdong Ye, Zhihao Li:

GCM-EDCNet: a lightweight model for flower recognition leveraging grouping channel mixing and enhanced dense connection. 20 - Binglin Wu, Yi Wang, Xiaxu Huang, Guoliang Xie:

Cross-scale feature alignment and feature enhancement for small object detection. 21 - Zhan-Peng Ji, Yan-Xu Chen, Yu-Jie Xiong, Xi-Jiong Xie, Chun-Ming Xia:

CRA-U: lightweight U-Net with component ranking attention for skin lesion segmentation. 22 - Naeem Ahmed

, Qing Tian, Muhammad Saeed:
MAFormer: a multimodal transformer framework with dynamic pseudo-labeling for reliable UDA-based person Re-ID. 23 - Yuanhui Tian, Jinsheng Fang

, Yuhui Li, Kun Zeng:
A high-frequency information guiding attention network for super-lightweight image super-resolution. 24 - Parsa Parsafar, Iman Esmaeili Afrokati:

Mandrill optimization algorithm. 25 - Ying Zhou, Shaopeng Guan

, Yuewei Xue:
Hierarchical multi-scale temporal-frequency pattern extraction for accurate wind speed forecasting. 26 - Surajit Das, Rajat Subhra Goswami:

ARU-Net: a U-Net variant with attention and residual blocks for automated MRI brain tumor segmentation. 27 - Lihua Hu, Saiwei Wang, Jianhua Hu, Xiaoling Yao, Sulan Zhang:

CFG-NeRF: coordinate-feature-gate collaborative optimization for sparse-view ancient architecture reconstruction. 28 - Hao Yu, Huan Jiang, Wangming Lan, Qian Jiang, Hongyue Huang, Xin Jin:

YOLO-LIRTU: a lightweight infrared real-time UAV detection framework. 29 - Chi-Thanh Nguyen

, Thu-Huong Pham, Thi-Thu-Hong Le
:
Addressing data scarcity and imbalance in vessel detection from UAV-captured images via diffusion-based multimodal synthesis and context-aware compositing. 30 - M. Saad Shakeel:

Interactive feature learning framework for mask-occluded face recognition. 31 - Mohamad Amin Bakhshali, Seyyed Mohammad Tabatabaei, Parvaneh Layegh, Saeid Eslami:

A deep-feature vector picture fuzzy clustering with bias correction for 3D brain MR image segmentation. 32 - Jian Jiang, Xichen Yang, Tianshu Wang, Yifan Chen, Jia Liu, Zhongyuan Mao, Hui Yan:

Multi-scale feature fusion for chrysanthemum classification using dual-view. 33 - Shihui Wang, Xinwei Li, Bingfeng Li, Yi Yang:

Dual-path collaborative distillation. 34 - Abou Bakr Seddik Drid, Abdelhamid Djeffal, Abdelmalik Taleb-Ahmed:

Enhancing support vector clustering labeling efficiency with scalable heuristics. 35 - Shirin Khezri, Nasser Aghazadeh

, Mahdi Hashemzadeh, Amin Golzari Oskouei:
FW-S3PFCM: feature-weighted safe-semi-supervised possibilistic fuzzy C-means clustering. 36 - Manu Shrivastava

, Kosei Shibata
, Hiroaki Wagatsuma
:
Structure dependent weighted loss function for triple extraction using BART model. 37 - Jacob Gildenblat

, Jens Pahnke
:
Dimensionality reduction with strong global structure preservation. 38 - Zengyang Guo, Zhidan Cai, Haoyao Xia, Shifeng Hu:

Fce-net: a frequency-color-edge aware YUV network for low-light image enhancement. 39 - Changlun Zhang, Guocui Zhang, Yu Cheng, Qiang He, Hengyou Wang, Jinzhao Liu:

A dual modal alignment method of rail image and axle box acceleration based on variable-scale pattern matching. 40 - Yuwei Chen, Shiyong Chu

:
The trusted evolution framework: governing cognitive stability in self-evolving foundation models. 41 - Xinyue Li, Youshen Chi, Lin Cheng, Yuliang Shi, Qin Jiang, Zhiyong Chen, Hui Li:

SummFuseCare: extractive summarization enhancement and attention-based dual-modal fusion network for clinical risk prediction. 42 - Haifeng Sang, Le Wang, Manrou Yang:

Dynamic fusion graph convolutional traffic flow forecasting model with external factors and multi-period features enhanced. 43 - Xun Zhou, Jiayao Yuan, Chengju Liu, Qijun Chen:

CCT-HAR: Cross-modal contrastive sample mining with temporal alignment for self-supervised human action recognition. 44 - Bolin Niu, Zhen Jiang, Qidong Sun, Yuping Xing:

Few-shot classification via semi-supervised density-based agglomerative clustering. 45 - Yang Gao, Qian Jiang, Kai Yang, Hongyue Huang, Xuyang Wang, Wei Zhou, Xin Jin:

TDFG-GAN: Top-down-feature guided GAN for thermal infrared image colorization. 46 - Lorenzo Giannini, Loris Nanni, Andrea Loreggia:

Mapping the unmapped: deep learning ensembles and novel loss functions for scalable road segmentation from aerial imagery. 47 - Shudong Hou, Le Zhao, Yongchi Fan, Xiaopeng Cheng, Zhehui Yu:

Deep multi-view clustering via dual contrastive consistency fusion. 48 - ShuQiu Tan, XinYu Wang, QiongMin Zhang:

Occlusion-robust descriptor and hierarchical filtering-aggregation for 3D registration. 49 - Jinlong Xu, Zhe Xu, Qiu-Yan Lin, Wei-E. Zheng, Bishi He:

AEB-Diff: an adaptive expert blending diffusion framework for uncertainty-aware medical image segmentation. 50 - Juhi Gupta

, Monica Mehrotra, Arpita Aggarwal:
Multimodal meta-learning for lung nodule classification under few-shot settings: a trustworthy AI framework with 2D-3D cross-modal alignment. 51 - Chenyang Jiang, Zhendong Li, Shuai Li, Hao Liu:

Fast and faithful: accelerating data-free knowledge distillation via confidence-aware adaptive diffusion. 52 - Yunxue Bao, Wenjun Wang, Lu Zhao, Heng Wu, Zijun Zheng, Laishui Lv, Dalal Bardou:

TEN: A transformer-based efficient network for pneumonia diagnosis with chest x-rays. 53 - Shaojun Qu, Xiaolong Shi, Donglin Xie:

PRNet: prototype reorganization few-shot semantic segmentation network. 54 - V. S. Sukesh Babu

, Rahul Raman
:
MECSA: a multi-scale enhanced channel and spatial attention module for robust pedestrian detection. 55 - Yifei Song, Yongfang Wang:

Enhancing makeup transfer robustness under varied lighting conditions with lighting transfer GAN. 56 - Yuhao Zheng, Chao Zhao, Weidong Kong, Mingjie Chen, Guoming Lv:

Joint learning of principal graphs and spectral representations for multimodal recommendation. 57
Volume 29, Number 2, June 2026
- Yash Arora, Scindhiya Laxmi, S. K. Gupta:

A robust twin support vector machine with huberized hinge loss function with an application in handwritten digit recognition. 58 - Fatemeh Zamani, Mahdi Rahimi, Mohammad Amin Khodamoradi:

CADG-DTA: a deep learning model for drug-target binding affinity prediction, using graph neural networks and cross-attention fusion. 59 - Joshua Marvald, Tanzy Love, Angela Groves:

Bayesian additive regression trees with basis-expanded functional covariates. 60 - Suryakant Yadav, Samir Kumar Borgohain:

Cross-architecture robustness evaluation using SVD-guided attention-aware adversarial attacks on vision transformers. 61 - Shicheng Zhou, Zefeng Wang, Jikai Yu, Boyuan Wu, Jiayun Zhu:

Context-aware feature refinement with orthogonal regularization for whole slide image classification. 62 - Xiaoxue Tao, Mingchuan Zhang, Lin Wang, Youming Ge, Beibei Han:

A multi-scale feature fusion module based on pre-training language models for medical text classification. 63 - Yu Hu

, Canghai Wu, Huanliang Xiong, Siyi Fan:
LeafB-Net: integrating frequency and spatial features with dual-channel attention for robust tomato disease diagnosis. 64 - Anjum Iqbal, Weiqiang Kong, Yasir Iqbal:

Enhancing fast adversarial training: precision-aware initialization with historical perturbation guidance. 65 - Yuan Qu, Qingtao Wu, Jia Liu, Meiwen Li, Huimin Gao, Meiyi Yang:

Medical dynamic feature enhanced multimodal fusion for medical visual question answering. 66 - Amgad M. Mohammed, Enrique Onieva, Michal Wozniak:

Dynamic self-paced ensemble for imbalance-aware learning. 67 - Julio Martín-Herrero

:
A general chain code framework for higher dimensions. 68 - Peng Liu, Jun Miao, Yuanhua Qiao, Baixian Zou:

PSTNet: object detection in remote sensing images with point supervision and object templates. 69 - Miao Fan, Xiafei Yang, Zhiwei Xing:

Semi-supervised sparse subspace clustering based on label propagation. 70 - Shixuan Xu, Siqi Xu, Jing Chen:

Dynamic dual teacher matching and adaptive thresholds for enhanced 3D object detection. 71 - Jung-Ha Hwang, Doo-Hyun Choi

:
An interpretable spatial feature selection for dimensionality reduction in image classification. 72 - Neethu C. T

, Leena Mary
, Lidiya Thampi
, Thomson Abraham:
DTW measures and shape descriptors for classifying visually similar leaf images of popular Hevea clones using stacked ensemble models. 73 - Huifang Kong, Zixiang Dong, Dacheng Li:

FDCFusion: frequency-domain CAFormer-CNN fusion network for infrared and visible image fusion. 74 - Tingting Yao, Zihao Feng, Yuan Gao, Qing Hu, Na Xia:

Underwater image restoration via domain transfer learning and physical aware deep networks. 75 - Fupeng Wei

, Yibo Jiao, Hangcheng Dong, Jie Dong
, Wen Zhao
, Nan Wang
, Weiming Huang
, Ge Shi
:
Multi-scale class activation map for weakly supervised defect segmentation. 76 - Zhenyu Ni, Suyu Wang, Li Zhuo:

DualBranchEdgeNet: a dual branch polyp segmentation algorithm based on LoG edge enhancement and quadtree attention transformer. 77

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