Pattern Analysis and Applications

Papers
(The median citation count of Pattern Analysis and Applications is 1. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-11-01 to 2025-11-01.)
ArticleCitations
Attention-based supervised contrastive learning on fine-grained image classification79
MSFM-UNET: enhancing medical image segmentation with multi-scale and multi-view frequency fusion51
Animal re-identification in video through track clustering47
Affective annotation of videos from EEG-based crowdsourcing40
Masked cosine similarity prediction for self-supervised skeleton-based action representation learning37
FORT-RAJ: a fisheye-optimized deep learning model for real-time trajectory prediction33
Structured regularization with object size selection using mathematical morphology32
Multicriteria decision making analysis based on Fermatean fuzzy distance measure and entropy measure with application in COVID-1925
Image-text relationship-based feature interaction networks for multimodal aspect-based sentiment analysis24
MDAAF: masked domain adversarial adaptation framework for unsupervised domain adaptive semantic segmentation21
DermoMamba: a cross-scale Mamba-based model with guide fusion loss for skin lesion segmentation in dermoscopy images20
Ghost-HRNet: a lightweight high-resolution network for efficient human pose estimation with enhanced multi-scale feature fusion17
Multimodal biometric crypto system for human authentication using ear and palm print17
CP decomposition-based algorithms for completion problem of motion capture data16
A semantic-aware monocular projection model for accurate pose measurement15
Body landmark detection with an extremely small dataset using transfer learning15
Big topic modeling based on a two-level hierarchical latent Beta-Liouville allocation for large-scale data and parameter streaming14
Improving distantly supervised named entity recognition by emphasizing uncertain examples14
Single-stage convolutional neural radiance fields13
Interactive image segmentation combining global seeding and sparse local reconstruction13
PSFE-YOLO: a traffic sign detection algorithm with pixel-wise spatial feature enhancement13
FBRNet: a feature fusion and border refinement network for real-time semantic segmentation13
CMPFNet: semantic segmentation network for cross-modal phased fusion in extreme light scenes12
Learning automata-based partitioning algorithms for stochastic grouping problems with non-equal partition sizes12
An outstanding adaptive multi-feature fusion YOLOv3 algorithm for the small target detection in remote sensing images12
UMAM-NET: ultrasound thyroid nodule malignancy grading network based on multi-subnet attention mechanism12
Enhanced Bayesian Gaussian hidden Markov mixture clustering for improved knowledge discovery12
Adversarial translucent patch: a robust physical attack technique against object detectors11
Appropriateness of distances in nearest neighbour classification: a monometric perspective11
ViTGuard: a synergistic approach to malware detection using vision transformers and genetic algorithms optimization11
NEONATE: a bi-directional search strategy for non-overlapping pattern matching with gap constraint11
A light-weight backbone to adapt with extracting grouped dilation features10
An adaptive method for Chinese new word detection based on hypothesis testing10
Leveraging two-level deep learning classifiers for 2D shape recognition to automatically solve geometry math word problems10
A new multidimensional discriminant representation for robust person re-identification10
Multiple kernel k-means clustering with block diagonal property10
SRU-Net: a novel spatiotemporal attention network for sclera segmentation and recognition10
Demsasa: micro-video scene classification based on denoising multi-shots association self-attention10
Saliency information and mosaic based data augmentation method for densely occluded object recognition9
Spatial–temporal attention with graph and general neural network-based sign language recognition9
Enhancing part-based gait recognition via ensemble learning and feature fusion9
A hybrid marker extraction method by gradient and spectral features for marker-controlled watershed segmentation9
Dual model knowledge distillation for industrial anomaly detection9
A partitioning incremental algorithm using adaptive Mahalanobis fuzzy clustering and identifying the most appropriate partition8
Unified semantic annotation of vessel behaviors via embeddings on topic model8
An improved nearest neighbour classifier8
Vehicle and license plate recognition with novel dataset for toll collection8
FedPG: a privacy-friendly and universal method for solving non-IID data in federated learning7
Using attention LSGB network for facial expression recognition7
Multiscope topology learning with conditional updating for airway segmentation7
Body condition scoring network based on improved YOLOX7
High-recall calibration monitoring for stereo cameras7
Adaptive deep CNN: an effective Alzheimer’s affected MRI image registration using heuristic-aided deep learning model and patch-based level fusion7
SMRU-Net: skin disease image segmentation using channel-space separate attention with depthwise separable convolutions7
Source screen identification using difference image mask obtained from images recaptured through screenshots based on spatial rich features7
Small object detection based on YOLOv8 in UAV perspective6
BNPSIW: BRBS-based NSST-PZMs domain statistical image watermarking6
Fine grained dual level attention mechanisms with spacial context information fusion for object detection6
Epileptic EEG signal classification using an improved VMD-based convolutional stacked autoencoder6
Dual image-based reversible fragile watermarking scheme for tamper detection and localization6
DDNSR: a dual-input degradation network for real-world super-resolution6
HSWmark: Robust and reversible image watermarking with improved capacity using Quad-tree segmentation6
Fedpartwhole: federated domain generalization via consistent part-whole hierarchies6
A multi-metric small sphere large margin method for classification6
Complex image inpainting of cultural relics integrating multi-stage structural features and spatial textures6
SE-MD: a single-encoder multiple-decoder deep network for point cloud reconstruction from 2D images6
Occluded person re-identification based on embedded graph matching network for contrastive feature relation6
2D MRI registration using glowworm swarm optimization with partial opposition-based learning for brain tumor progression6
Deep neural network watermarking based on a reversible image hiding network6
Effective dual stage fusion model for single image dehazing6
Segmentation based 6D pose estimation using integrated shape pattern and RGB information6
Exponential filtering technique for Euclidean norm-regularized extreme learning machines5
Cotton crop classification using satellite images with score level fusion based hybrid model5
Texture-driven pose-guided human image synthesis5
A multimodal fusion-based deep learning framework combined with keyframe extraction and spatial and channel attention for group emotion recognition from videos5
Weighted edit distance optimized using genetic algorithm for SMILES-based compound similarity5
Lsf-rdd: a local sensing feature network for road damage detection5
Nonlinear dimensionality reduction with q-Gaussian distribution5
A local mean-based distance measure for spectral clustering5
Strengthen contrastive semantic consistency for fine-grained image classification5
Instruction-aligned hierarchical waypoint planner for vision-and-language navigation in continuous environments5
Bidirectional spatio-temporal generative adversarial network for video super-resolution5
Visual attention-based deepfake video forgery detection5
A fast and accurate 3D lung tumor segmentation algorithm5
Context-aware network with enhanced local information for medical image segmentation5
TabMixer: advancing tabular data analysis with an enhanced MLP-mixer approach5
Intrinsic K-means clustering over homogeneous manifolds5
Saliency detection based on hybrid artificial bee colony and firefly optimization5
Spoken language understanding via graph contrastive learning on the context-aware graph convolutional network5
Diverse embeddings learning for multi-view clustering5
Enhancing out-of-distribution learning in computer vision through dominant feature masking5
PointFEA: beyond simple points, unveiling the power of raw positional features4
One new family of smooth semi-supervised support vector classifier based on Fourier series approximation technique4
Statistical framework for butterfly species recognition using raw spatio-hyperspectral images4
LMFR-Net: lightweight multi-scale feature refinement network for retinal vessel segmentation4
An improved classification diagnosis approach for cervical images based on deep neural networks4
Directional filter bank-based fingerprint image quality4
Real-time person re-identification and tracking on edge devices with distributed optimization4
Structured classifier-based dictionary pair learning for pattern classification4
A Judicious way to restore random impulse noise using iterative weighted total variation diffusion technique4
A Semi-supervised crowd counting method based on patch crowds statistics4
Latent sparse subspace learning and visual domain classification via balanced distribution alignment and Hilbert–Schmidt metric4
K-homogeneous nearest neighbor-driven discriminant graph coupled nonnegative matrix factorization for low-resolution image recognition4
Grafted and vanishing random subspaces4
Deep neural networks for rank-consistent ordinal regression based on conditional probabilities4
Modeling hierarchical functional brain networks via $$\:{\mathbf{L}}_{2}$$-normalized attention fully convolutional recurrent autoencoder for multi-task fMRI data4
Tiny polyp detection from endoscopic video frames using vision transformers4
Feature selection based on multimodal multi-objective particle swarm optimization and prior information4
MDUA-YOLO: an advanced deep learning approach for PCB surface defect detection4
Affine locality-sensitive nonnegative representation based image classification4
A deep graph kernel-based time series classification algorithm4
AF-DETR: efficient UAV small object detector via Assemble-and-Fusion mechanism4
Localised ensemble learning (LEL) – a localised approach to class imbalance4
Uieanything: zero-shot underwater image enhancement via advanced depth estimation, white balance models, and improved sea-thru4
TSRN: two-stage refinement network for temporal action segmentation4
Correction to: Automatic stress analysis from facial videos based on deep facial action units recognition4
Privacy-preserving people detection in the wild4
Aka-Net: anchor free-based object detection network for surveillance video transmission in the IOT edge computing environment4
A semi-supervised hierarchical classifier based on local information4
Guest editorial: special issue on pedestrian attribute recognition and person re-identification4
LTGS: an optical remote sensing tiny ship detection model4
Enhancing video salient object detection via SAM-based multimodal energy prompting4
Exploiting optimized forgery representation space for general fake face detection4
A fast consistent grid-based clustering algorithm4
An efficient framework for text-to-image retrieval using complete feature aggregation and cross-knowledge conversion4
Multi-view clustering via diversity induction and multi-layer concept factorization3
Improved swarm-optimization-based filter-wrapper gene selection from microarray data for gene expression tumor classification3
Hierarchical global and local transformer for pain estimation with facial expression videos3
Contrastive dual-branch network for long-tailed visual recognition3
DN3MF: deep neural network for non-negative matrix factorization towards low rank approximation3
Deep hashing with prototype-aware hardness-weighted for supervised cross-modal retrieval3
A general Seeds-Counting pipeline using deep-learning model3
Subspace clustering via adaptive-loss regularized representation learning with latent affinities3
Subject-independent multi-channel voting for EEG-based emotion recognition using wavelet scattering deep network and advanced signal metrics3
Improved multi object tracking with locality sensitive hashing3
Dynamic metric memory network for long-term tracking with spatial-temporal region proposal method3
Learning Learning Curves3
MSDBPN: multi-column smoothed dilated convolution based back projection network for stereo image super-resolution3
DPPCN: density and position-based point convolution network for point cloud segmentation3
CABF-YOLO: a precise and efficient deep learning method for defect detection on strip steel surface3
MSU-Net: the multi-scale supervised U-Net for image splicing forgery localization3
Latent block diagonal representation for subspace clustering3
Adaptive graph learning for enhanced incomplete multi-view clustering3
ST-HViT: spatial-temporal hierarchical vision transformer for action recognition3
A variational autoencoder for probabilistic non-negative matrix factorisation3
Design of convolutional neural network-based layer operator for image denoising using fourth-order PDE3
Learning a geometric deep representation to classify Parkinson smooth pursuit patterns3
An alignment-free non-invertible transformation-based method for generating the cancellable fingerprint template3
Semi-supervised transformable architecture search for feature distillation3
Explainable image classification with evidence counterfactual3
Global point cloud registration network for large transformations3
Kurcuma: a kitchen utensil recognition collection for unsupervised domain adaptation3
Low-rank tensor completion via nonlocal self-similarity regularization and orthogonal transformed tensor Schatten-p norm3
Learning sample representativeness for class-imbalanced multi-label classification3
Expanded relative density peak clustering for image segmentation3
ViT-PGC: vision transformer for pedestrian gender classification on small-size dataset3
Semi-supervised fuzzy broad learning system based on mean-teacher model3
A new criterion based on the distribution of cluster onsets for interpreting acoustic emission data signals: three case studies in structural and process monitoring3
An efficient clustering algorithm based on searching popularity peaks3
3D hand pose estimation from a single RGB image through semantic decomposition of VAE latent space3
Quantifying robustness: 3D tree point cloud skeletonization with smart-tree in noisy domains3
Accumulating global channel-wise patterns via deformed-bottleneck recalibration for image classification3
Feature selection using max dynamic relevancy and min redundancy3
Cross-attention-based hybrid ViT-CNN fusion network for action recognition in visible and infrared videos3
An effective DeepWINet CNN model for off-line text-independent writer identification3
Multi-scale spatial–temporal convolutional neural network for skeleton-based action recognition3
EdgeNet: a low-power image recognition model based on small sample information3
AdvWave: adversarial examples generation with wavelet feature fusion mechanisms3
One-dimensional matrix-product neural networks3
Correction to: Distinguishing between Crohn’s disease and ulcerative colitis using deep learning models with interpretability3
A self-adaptive graph-based clustering method with noise identification3
Degraded document image preprocessing using local adaptive sharpening and illumination compensation2
A novel model for fall detection and action recognition combined lightweight 3D-CNN and convolutional LSTM networks2
Guest Editorial: Special issue on computer vision and machine learning for healthcare applications2
Stain normalization of pathological images using self-attention based cycleGAN with grey scale consistency loss2
Correction to: FBRNet: a feature fusion and border refinement network for real-time semantic segmentation2
Stgcn-pad: a spatial-temporal graph convolutional network for detecting abnormal pedestrian motion patterns at grade crossings2
A novel two-stage omni-supervised face clustering algorithm2
Integrating spatial and frequency information for Under-Display Camera image restoration2
DA-ResNet: dual-stream ResNet with attention mechanism for classroom video summary2
Efficient error minimization in kernel k-means clustering2
Information theory divergences in principal component analysis2
Robustness of unsupervised methods for image surface-anomaly detection2
Starg2n: a spatial-temporal relevance analysis graph neural network for traffic prediction2
UR-YOLO: an urban road small object detection algorithm2
An intelligent approach using boosted support vector machine based arithmetic optimization algorithm for accurate detection of plant leaf disease2
Guest Editorial: Special issue on IbPRIA 20232
DE-NAF: decoupled neural attenuation fields for sparse-view CBCT reconstruction2
Distinguishing between Crohn’s disease and ulcerative colitis using deep learning models with interpretability2
Segmenting large historical notarial manuscripts into multi-page deeds2
Dynamic prototype-guided structural information maintaining for unsupervised domain adaptation2
A multimodal deep learning approach for hurricane tack forecast based on encoder-decoder framework2
Internal–external networks for image quality improvement2
A novel fully parallel skeletonization algorithm2
K-BEST subspace clustering: kernel-friendly block-diagonal embedded and similarity-preserving transformed subspace clustering2
A robust approach for outlier detection based on the ratio of number of reverse neighbors to neighbors2
Boostis:boosting image semi-supervised learning through pseudo-label quality assessment2
Self-weighted subspace clustering via adaptive rank constrained graph embedding2
A new multi-feature fusion trajectory prediction method2
A multiple classifiers system with roulette-based feature subspace selection for one-vs-one scheme2
Accelerated multi-kernel sparse stochastic optimization classifier algorithm for explainable prediction2
Conversion-aware forecasting of Alzheimer’s disease via featurewise attention2
Explaining and visualizing black-box models through counterfactual paths2
Bel: Batch Equalization Loss for scene graph generation2
Detecting interactions using Bayesian additive regression trees2
Image aesthetic assessment with weighted multi-region aggregation based on information theory2
A lightweight weld defect recognition algorithm based on convolutional neural networks2
A novel Venus’ visible image processing neoteric workflow for improved planetary surface feature analysis2
Enhancing multi-view deep image clustering via contrastive learning for global and local consistency2
A novel similarity measure for single-valued neutrosophic sets based on the inner product and its applications in pattern recognition and medical diagnosis2
Reconstructed semantic relative distance and global and local attention fusion network for aspect-based sentiment analysis2
Detection, tracking, and recognition of isolated multi-stroke gesticulated characters2
Kernelized multi-view graph clustering via graph structure preserving and consensus affinity graph learning2
The improved deep plug-and-play super-resolution with residual-in-residual dense block for arbitrary blur kernels2
Enhanced deep-joint segmentation with deep learning networks of glioma tumor for multi-grade classification using MR images2
A weakly supervised end-to-end framework for semantic segmentation of cancerous area in whole slide image2
ShuffleNeMt: modern lightweight convolutional neural network architecture2
Redirected transfer learning for robust multi-layer subspace learning2
Fast maritime horizon line tracking with on-off region-of-interest control2
Visual object tracking via adaptive deep feature matching and overlap maximization2
A hybrid loss balancing algorithm based on gradient equilibrium and sample loss for understanding of road scenes at basic-level2
HCT: image super-resolution restoration using hierarchical convolution transformer networks2
Person re-identification in video surveillance systems by feature replacement of occluded parts of human figures2
Age and gender effects on the human’s ability to decode posed and naturalistic emotional faces2
WintN-CSG: a weakly supervised semantic segmentation network based on basic multimodal large-scale pre-trained models2
Optimization of dynamic bi-clustering based on improved genetic algorithm for microarray data2
3D orientation field transform2
A stacked convolutional neural network framework with multi-scale attention mechanism for text-independent voiceprint recognition2
Graphfingerprint: graph embedding of graphs with almost constant sub-structures2
Cross-modal face recognition with illumination-invariant local discrete cosine transform binary pattern (LDCTBP)2
Swin transformer with attention mechanism: a novel framework for person re-identification2
Edge detection and characterization of digitized images2
CSMF-SPC: Multimodal Sentiment Analysis Model with Effective Context Semantic Modality Fusion and Sentiment Polarity Correction2
Multi-stage Bayesian Prototype Refinement with feature weighting for few-shot classification2
MSRT: multi-scale representation transformer for regression-based human pose estimation2
Unsupervised multimodal learning for image-text relation classification in tweets2
Remote sensing image change detection network with multi-scale feature information mining and fusion1
Metric learning for recommendation with conditional generative adversarial networks based hard negative samples1
EEG-based emotion recognition with cascaded convolutional recurrent neural networks1
WSA-YOLOv5s: improved YOLOv5s based on window self-attention module for ship detection1
Anomalous human activity detection in videos using Bag-of-Adapted-Models-based representation1
Steel surface defect detection based on sparse global attention transformer1
Adaptive frequency-based fully hyperbolic graph neural networks1
EMTNet: efficient mobile transformer network for real-time monocular depth estimation1
Gram regularization for sparse and disentangled representation1
Context-aware focal alignment network for micro-video multi-label classification1
A hybrid unsupervised-weakly supervised method for video anomaly detection1
Spatio-temporal trajectory data modeling for fishing gear classification1
A robust 3D unique descriptor for 3D object detection1
Script identification of ancient books by Chinese ethnic minorities using multi-branch DCNN and SPP1
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