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 2021-04-01 to 2025-04-01.)
ArticleCitations
Dynamic prototype-guided structural information maintaining for unsupervised domain adaptation1107
PCDPose: enhancing the lightweight 2D human pose estimation model with pose-enhancing attention and context broadcasting52
A semi-supervised hierarchical classifier based on local information45
Deep Fuzzy SegNet-based lung nodule segmentation and optimized deep learning for lung cancer detection42
Enhanced deep-joint segmentation with deep learning networks of glioma tumor for multi-grade classification using MR images37
Analysing the patterns of spatial contrast discontinuities in natural images for robust edge detection32
Testing the randomness of shares in color visual cryptography28
Finger knuckle pattern person authentication system based on monogenic and LPQ features24
Multiple Regularization and Analysis of Deep Capsule Network23
Correction to: Action recognition by key trajectories23
Saliency detection based on hybrid artificial bee colony and firefly optimization22
Iterative feature refinement with network-driven prior for image restoration22
Segmentation of breast lesion in DCE-MRI by multi-level thresholding using sine cosine algorithm with quasi opposition-based learning20
An improved frequent pattern tree: the child structured frequent pattern tree CSFP-tree18
Hybrid two-stage cascade for instance segmentation of overlapping objects12
Weighted edit distance optimized using genetic algorithm for SMILES-based compound similarity12
A novel video saliency estimation method in the compressed domain12
Consistent auto-weighted multi-view subspace clustering12
Multi-view clustering indicator learning with scaled similarity12
Instance hardness and multivariate Gaussian distribution-based oversampling technique for imbalance classification12
Deep neural networks for rank-consistent ordinal regression based on conditional probabilities11
Detecting dynamic patterns in dynamic graphs using subgraph isomorphism10
A weakly supervised end-to-end framework for semantic segmentation of cancerous area in whole slide image9
Wise-SrNet: a novel architecture for enhancing image classification by learning spatial resolution of feature maps9
A deep learning approach to censored regression9
DWT-CompCNN: deep image classification network for high throughput JPEG 2000 compressed documents9
A detection method for occluded and overlapped apples under close-range targets9
Tiny polyp detection from endoscopic video frames using vision transformers8
Hidden Markov models with multivariate bounded asymmetric student’s t-mixture model emissions8
A spatio-temporal binary grid-based clustering model for seismicity analysis8
Hierarchical contrastive learning and color standardization for single image sand-dust removal8
Digital fingerprint indexing using synthetic binary indexes8
Instruction-aligned hierarchical waypoint planner for vision-and-language navigation in continuous environments8
Attention-based supervised contrastive learning on fine-grained image classification8
Unsupervised multimodal learning for image-text relation classification in tweets8
How to track and segment fish without human annotations: a self-supervised deep learning approach8
EdgeFormer: local patch-based edge detection transformer on point clouds8
STBA: span-based tagging scheme with biaffine attention for enhanced aspect sentiment triplet extraction8
Graph-based fine-grained model selection for multi-source domain8
Subdomain adaptation via correlation alignment with entropy minimization for unsupervised domain adaptation7
A single-shot model for traffic-related pedestrian detection7
LMFR-Net: lightweight multi-scale feature refinement network for retinal vessel segmentation7
Infrared and visible image fusion via multi-scale multi-layer rolling guidance filter7
MSFM-UNET: enhancing medical image segmentation with multi-scale and multi-view frequency fusion7
A spatio-temporal model for violence detection based on spatial and temporal attention modules and 2D CNNs7
Bidirectional spatio-temporal generative adversarial network for video super-resolution7
Self-weighted subspace clustering via adaptive rank constrained graph embedding6
K-BEST subspace clustering: kernel-friendly block-diagonal embedded and similarity-preserving transformed subspace clustering6
SSD based on contour–material level for domain adaptation6
TabMixer: advancing tabular data analysis with an enhanced MLP-mixer approach6
Unsupervised group-based crowd dynamic behavior detection and tracking in online video sequences6
NSIWD: new statistical image watermark detector6
Spoken language understanding via graph contrastive learning on the context-aware graph convolutional network6
A Novel Bayesian probabilistic distance clustering algorithm6
Aka-Net: anchor free-based object detection network for surveillance video transmission in the IOT edge computing environment6
Discriminative binary pattern descriptor for face recognition6
A novel model for fall detection and action recognition combined lightweight 3D-CNN and convolutional LSTM networks5
Steel surface defect detection based on sparse global attention transformer5
Guest Editorial: Special issue on computer vision and machine learning for healthcare applications5
Interactive image segmentation combining global seeding and sparse local reconstruction5
Structured regularization with object size selection using mathematical morphology5
Texture-driven pose-guided human image synthesis5
Deep spatial and tonal data optimisation for homogeneous diffusion inpainting5
A fast consistent grid-based clustering algorithm5
LineSeg: line segmentation of scanned newspaper documents5
Context-aware focal alignment network for micro-video multi-label classification5
Uieanything: zero-shot underwater image enhancement via advanced depth estimation, white balance models, and improved sea-thru5
Regularized denoising latent subspace based linear regression for image classification5
A Semi-supervised crowd counting method based on patch crowds statistics5
Multimodal biometric crypto system for human authentication using ear and palm print5
Correlation-based and content-enhanced network for video style transfer5
CInf-FS$$_S$$: an efficient infinite feature selection method using K-means clustering to partition large feature spaces5
A local mean-based distance measure for spectral clustering5
Chinese font migration combining local and global features learning4
Grafted and vanishing random subspaces4
A new approach for $$H_{\infty }$$ deconvolution filtering of 2D systems described by the Fornasini–Marchesini and discrete moments4
The object migration automata: its field, scope, applications, and future research challenges4
DStab: estimating clustering quality by distance stability4
Segmenting large historical notarial manuscripts into multi-page deeds4
Novel color image steganalysis method based on RGB channel empirical modes to expose stego images with diverse payloads4
Edge detection and characterization of digitized images4
An improved small object detection method based on Yolo V34
EEG-based emotion recognition with cascaded convolutional recurrent neural networks4
Proposing a new local density estimation outlier detection algorithm: an empirical case study on flow pattern experiments4
Script identification of ancient books by Chinese ethnic minorities using multi-branch DCNN and SPP4
Spatial–Temporal gated graph attention network for skeleton-based action recognition4
Body landmark detection with an extremely small dataset using transfer learning4
Deep learning-based cutting force prediction for machining process using monitoring data4
Threshold prediction for detecting rare positive samples using a meta-learner4
On error reduction by the symmetric rejection method in multi-stage biometric verification systems4
Adaptive target tracking based on channel attention and multi-hierarchical convolutional features4
An outstanding adaptive multi-feature fusion YOLOv3 algorithm for the small target detection in remote sensing images4
Hybrid domain adaptation for sensor-based human activity recognition in a heterogeneous setup with feature commonalities4
Adaptive spectral graph wavelets for collaborative filtering4
TSRN: two-stage refinement network for temporal action segmentation4
Degraded document image preprocessing using local adaptive sharpening and illumination compensation4
Image interpolation based on 2D-DWT and HDP-HMM3
A new diffusion method for blind image denoising3
CP decomposition-based algorithms for completion problem of motion capture data3
Boosting person ReID feature extraction via dynamic convolution3
Proxemics-net++: classification of human interactions in still images3
Adaptive frequency-based fully hyperbolic graph neural networks3
$$\mathcal{L}\mathcal{O}^2$$net: Global–Local Semantics Coupled Network for scene-specific video foreground extraction with less supervision3
Big topic modeling based on a two-level hierarchical latent Beta-Liouville allocation for large-scale data and parameter streaming3
Directional filter bank-based fingerprint image quality3
Graphfingerprint: graph embedding of graphs with almost constant sub-structures3
Spatio-temporal SiamFC: per-clip visual tracking with siamese non-local 3D convolutional networks and multi-template updating3
Causal generative explainers using counterfactual inference: a case study on the Morpho-MNIST dataset3
3D orientation field transform3
An improved classification diagnosis approach for cervical images based on deep neural networks3
Applying unsupervised keyphrase methods on concepts extracted from discharge sheets3
FBRNet: a feature fusion and border refinement network for real-time semantic segmentation3
Complex event recognition and anomaly detection with event behavior model3
Methods for calculating gliding-box lacunarity efficiently on large datasets3
Improving distantly supervised named entity recognition by emphasizing uncertain examples3
Advanced pseudo-labeling approach in mixing-based text data augmentation method3
CSMF-SPC: Multimodal Sentiment Analysis Model with Effective Context Semantic Modality Fusion and Sentiment Polarity Correction3
UR-YOLO: an urban road small object detection algorithm3
A semantic-aware monocular projection model for accurate pose measurement3
K-homogeneous nearest neighbor-driven discriminant graph coupled nonnegative matrix factorization for low-resolution image recognition3
A novel Venus’ visible image processing neoteric workflow for improved planetary surface feature analysis3
PMG-DETR: fast convergence of DETR with position-sensitive multi-scale attention and grouped queries3
Spatio-temporal trajectory data modeling for fishing gear classification3
Smoking-YOLOv8: a novel smoking detection algorithm for chemical plant personnel3
One new family of smooth semi-supervised support vector classifier based on Fourier series approximation technique3
A novel fusion approach with a robust ParallelNet model for diabetic retinopathy diagnosis2
On measuring and employing texture directionality for image classification2
A new method for tuning the CNN pre-trained models as a feature extractor for malware detection2
Guest Editorial: Special issue on IbPRIA 20232
Multi-state perception consistency constraints network for person re-identification2
A Judicious way to restore random impulse noise using iterative weighted total variation diffusion technique2
Balanced clustering contrastive learning for long-tailed visual recognition2
Saliency information and mosaic based data augmentation method for densely occluded object recognition2
Latent sparse subspace learning and visual domain classification via balanced distribution alignment and Hilbert–Schmidt metric2
EMTNet: efficient mobile transformer network for real-time monocular depth estimation2
Multi-task model with attribute-specific heads for person re-identification2
A visual tool for monitoring and detecting anomalies in robot performance2
Arctangent entropy: a new fast threshold segmentation entropy for light colored character image on semiconductor chip surface2
MSDBPN: multi-column smoothed dilated convolution based back projection network for stereo image super-resolution2
Harmonic image inpainting using the charge simulation method2
A hybrid reciprocal model of PCA and K-means with an innovative approach of considering sub-datasets for the improvement of K-means initialization and step-by-step labeling to create clusters with hig2
Correction to: Automatic stress analysis from facial videos based on deep facial action units recognition2
Feature selection using adaptive manta ray foraging optimization for brain tumor classification2
Bidirectional feature fusion via cross-attention transformer for chrysanthemum classification2
MSU-Net: the multi-scale supervised U-Net for image splicing forgery localization2
PSFE-YOLO: a traffic sign detection algorithm with pixel-wise spatial feature enhancement2
Optimization of dynamic bi-clustering based on improved genetic algorithm for microarray data2
Remote sensing image change detection network with multi-scale feature information mining and fusion2
Semi-supervised learning with Deep Laplacian Support Vector Machine2
Class preserving projections and data augmentation for appearance-based face recognition2
Pain detection from facial expressions using domain adaptation technique2
Improved swarm-optimization-based filter-wrapper gene selection from microarray data for gene expression tumor classification2
MSFFNet: multi-scale feature fusion network with semantic optimization for crowd counting2
Single-stage convolutional neural radiance fields2
Learning discriminative local contexts for person re-identification in vehicle surveillance scenarios2
MFA U-Net: a U-Net like multi-stage feature analysis network for medical image segmentation2
MAC: a meta-learning approach for feature learning and recombination2
Enhancing semantic audio-visual representation learning with supervised multi-scale attention2
Parallel matrix factorization-based collaborative sparsity and smooth prior for estimating missing values in multidimensional data2
Enhanced Bayesian Gaussian hidden Markov mixture clustering for improved knowledge discovery2
SSGNet: semi-supervised multi-path grid network for diagnosing melanoma2
Utilize trajectory information for small target classification2
Leveraging two-level deep learning classifiers for 2D shape recognition to automatically solve geometry math word problems2
A robust approach for outlier detection based on the ratio of number of reverse neighbors to neighbors2
Correction to: FBRNet: a feature fusion and border refinement network for real-time semantic segmentation2
UMAM-NET: ultrasound thyroid nodule malignancy grading network based on multi-subnet attention mechanism2
Exploiting optimized forgery representation space for general fake face detection2
An adaptive method for Chinese new word detection based on hypothesis testing2
Novel construction methods for picture fuzzy divergence measures with applications in pattern recognition, MADM, and clustering analysis2
MSGGSA: a multi-strategy-guided gravitational search algorithm for gene selection in cancer classification2
CABF-YOLO: a precise and efficient deep learning method for defect detection on strip steel surface2
Plant leaf image segmentation in natural scenes: a multi-layer graph queries propagation approach1
LBP and CNN feature fusion for face anti-spoofing1
Accelerated multi-kernel sparse stochastic optimization classifier algorithm for explainable prediction1
TRFH: towards real-time face detection and head pose estimation1
Information theory divergences in principal component analysis1
Vehicle and license plate recognition with novel dataset for toll collection1
Bel: Batch Equalization Loss for scene graph generation1
Dynamic metric memory network for long-term tracking with spatial-temporal region proposal method1
ViT-PGC: vision transformer for pedestrian gender classification on small-size dataset1
Maxmin distance sort heuristic-based initial centroid method of partitional clustering for big data mining1
Learning automata-based partitioning algorithms for stochastic grouping problems with non-equal partition sizes1
Structured classifier-based dictionary pair learning for pattern classification1
Automatic clustering based on dynamic parameters harmony search optimization algorithm1
Feature definition and comprehensive analysis on the robust identification of intraretinal cystoid regions using optical coherence tomography images1
Explainable image classification with evidence counterfactual1
AF-DETR: efficient UAV small object detector via Assemble-and-Fusion mechanism1
Influence of heterogeneous edge weights on assortative mixing patterns in military personnel networks1
Multi-scale spatial–temporal convolutional neural network for skeleton-based action recognition1
Improved barnacles mating optimizer algorithm for feature selection and support vector machine optimization1
MFDiff: multiscale feature diffusion model for segmentation of 3D intracranial aneurysm from CT images1
Demsasa: micro-video scene classification based on denoising multi-shots association self-attention1
Gram regularization for sparse and disentangled representation1
Depth and edge auxiliary learning for still image crowd density estimation1
Recognition of overlapping elliptical objects in a binary image1
SRU-Net: a novel spatiotemporal attention network for sclera segmentation and recognition1
Automatic detection of coronavirus disease (COVID-19) using X-ray images and deep convolutional neural networks1
Local complex features learned by randomized neural networks for texture analysis1
Multi-resolution dictionary collaborative representation for face recognition1
Nonparametric K-means clustering-based adaptive unsupervised colour image segmentation1
Outlier removal in biomaterial image segmentations using a non-stationary Bayesian learning1
Multiple kernel k-means clustering with block diagonal property1
Fuzzy kernel K-medoids clustering algorithm for uncertain data objects1
Dual autoencoder based zero shot learning in special domain1
Deep Bharatanatyam pose recognition: a wavelet multi head progressive attention1
fGAAM: A fast and resizable genetic algorithm with aggressive mutation for feature selection1
An improved nearest neighbour classifier1
Adaptive aquila optimizer for centralized mapping and exploration1
MSRT: multi-scale representation transformer for regression-based human pose estimation1
Few-shot learning for COVID-19 chest X-ray classification with imbalanced data: an inter vs. intra domain study1
Weighted least squares twin support vector machine based on density peaks1
A hybrid loss balancing algorithm based on gradient equilibrium and sample loss for understanding of road scenes at basic-level1
WSA-YOLOv5s: improved YOLOv5s based on window self-attention module for ship detection1
Appropriateness of distances in nearest neighbour classification: a monometric perspective1
Source screen identification using difference image mask obtained from images recaptured through screenshots based on spatial rich features1
A deep graph kernel-based time series classification algorithm1
A light-weight backbone to adapt with extracting grouped dilation features1
Shape completion using orthogonal views through a multi-input–output network1
Computer-aided diagnosis of Alzheimer’s disease and neurocognitive disorders with multimodal Bi-Vision Transformer (BiViT)1
Anomalous human activity detection in videos using Bag-of-Adapted-Models-based representation1
Tsi-cnn-net: truly shift-invariant convolutional neural network for Indian sign language recognition system1
Semi-supervised fuzzy broad learning system based on mean-teacher model1
Fully automated age-weighted expression classification using real and apparent age1
A new multidimensional discriminant representation for robust person re-identification1
Dual model knowledge distillation for industrial anomaly detection1
Deep learning for location prediction on noisy trajectories1
Spatial–temporal attention with graph and general neural network-based sign language recognition1
A novel clustering algorithm by adaptively merging sub-clusters based on the Normal-neighbor and Merging force1
Variational inference based adversarial domain adaptation1
A robust 3D unique descriptor for 3D object detection1
Adaptive deep CNN: an effective Alzheimer’s affected MRI image registration using heuristic-aided deep learning model and patch-based level fusion1
Study of distinguishable method for mixed images with similar background1
CrackYOLO: towards efficient dam crack detection for underwater scenes1
Multitask learning of adversarial-contrastive graph for recommendation1
An approach to improve SSD through mask prediction of multi-scale feature maps1
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