OOIR: Observatory of International Research

Papers

(The TQCC of Pattern Analysis and Applications is 3. 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 2021-02-01 to 2025-02-01.)

Article	Citations
Deep spatial and tonal data optimisation for homogeneous diffusion inpainting	1064
Deep Fuzzy SegNet-based lung nodule segmentation and optimized deep learning for lung cancer detection	145
Enhanced deep-joint segmentation with deep learning networks of glioma tumor for multi-grade classification using MR images	41
An improved frequent pattern tree: the child structured frequent pattern tree CSFP-tree	38
Segmentation of breast lesion in DCE-MRI by multi-level thresholding using sine cosine algorithm with quasi opposition-based learning	38
A spatio-temporal binary grid-based clustering model for seismicity analysis	37
Subdomain adaptation via correlation alignment with entropy minimization for unsupervised domain adaptation	37
A deep learning approach to censored regression	35
Saliency detection based on hybrid artificial bee colony and firefly optimization	31
Infrared and visible image fusion via multi-scale multi-layer rolling guidance filter	31
HDG and HDGG: an extensible feature extraction descriptor for effective face and facial expressions recognition	29
CInf-FS$$_S$$: an efficient infinite feature selection method using K-means clustering to partition large feature spaces	26
BFCNet: a CNN for diagnosis of ductal carcinoma in breast from cytology images	24
A single-shot model for traffic-related pedestrian detection	22
Iterative feature refinement with network-driven prior for image restoration	19
Hybrid two-stage cascade for instance segmentation of overlapping objects	18
Graph-based fine-grained model selection for multi-source domain	17
Weighted edit distance optimized using genetic algorithm for SMILES-based compound similarity	15
Multi-view clustering indicator learning with scaled similarity	15
Deep neural networks for rank-consistent ordinal regression based on conditional probabilities	14
A spatio-temporal model for violence detection based on spatial and temporal attention modules and 2D CNNs	14
DWT-CompCNN: deep image classification network for high throughput JPEG 2000 compressed documents	12
Unsupervised multimodal learning for image-text relation classification in tweets	11
A local mean-based distance measure for spectral clustering	11
A detection method for occluded and overlapped apples under close-range targets	10

Detecting dynamic patterns in dynamic graphs using subgraph isomorphism	9
A novel model for fall detection and action recognition combined lightweight 3D-CNN and convolutional LSTM networks	9
Tiny polyp detection from endoscopic video frames using vision transformers	9
A Novel Bayesian probabilistic distance clustering algorithm	9
Analysing the patterns of spatial contrast discontinuities in natural images for robust edge detection	9
Spoken language understanding via graph contrastive learning on the context-aware graph convolutional network	8
A semi-supervised hierarchical classifier based on local information	8
EdgeFormer: local patch-based edge detection transformer on point clouds	8
Digital fingerprint indexing using synthetic binary indexes	8
STBA: span-based tagging scheme with biaffine attention for enhanced aspect sentiment triplet extraction	8
Hidden Markov models with multivariate bounded asymmetric student’s t-mixture model emissions	8
A weakly supervised end-to-end framework for semantic segmentation of cancerous area in whole slide image	8
SSD based on contour–material level for domain adaptation	8
Instruction-aligned hierarchical waypoint planner for vision-and-language navigation in continuous environments	8
K-BEST subspace clustering: kernel-friendly block-diagonal embedded and similarity-preserving transformed subspace clustering	8
Aka-Net: anchor free-based object detection network for surveillance video transmission in the IOT edge computing environment	8
How to track and segment fish without human annotations: a self-supervised deep learning approach	7
Regularized denoising latent subspace based linear regression for image classification	7
A novel video saliency estimation method in the compressed domain	7
Hierarchical contrastive learning and color standardization for single image sand-dust removal	6
Consistent auto-weighted multi-view subspace clustering	6
Testing the randomness of shares in color visual cryptography	6
Instance hardness and multivariate Gaussian distribution-based oversampling technique for imbalance classification	6
NSIWD: new statistical image watermark detector	6
MSFM-UNET: enhancing medical image segmentation with multi-scale and multi-view frequency fusion	6
Attention-based supervised contrastive learning on fine-grained image classification	6
Wise-SrNet: a novel architecture for enhancing image classification by learning spatial resolution of feature maps	6
Discriminative binary pattern descriptor for face recognition	6
Unsupervised group-based crowd dynamic behavior detection and tracking in online video sequences	6
Multiple Regularization and Analysis of Deep Capsule Network	5
Hybrid domain adaptation for sensor-based human activity recognition in a heterogeneous setup with feature commonalities	5
A new approach for $$H_{\infty }$$ deconvolution filtering of 2D systems described by the Fornasini–Marchesini and discrete moments	5
Segmenting large historical notarial manuscripts into multi-page deeds	5
Bidirectional spatio-temporal generative adversarial network for video super-resolution	5
Correction to: Action recognition by key trajectories	5
Proposing a new local density estimation outlier detection algorithm: an empirical case study on flow pattern experiments	5
Script identification of ancient books by Chinese ethnic minorities using multi-branch DCNN and SPP	5
Finger knuckle pattern person authentication system based on monogenic and LPQ features	5
Self-weighted subspace clustering via adaptive rank constrained graph embedding	5
Adaptive spectral graph wavelets for collaborative filtering	5
On error reduction by the symmetric rejection method in multi-stage biometric verification systems	5
EEG-based emotion recognition with cascaded convolutional recurrent neural networks	4
LineSeg: line segmentation of scanned newspaper documents	4
Body landmark detection with an extremely small dataset using transfer learning	4
PMG-DETR: fast convergence of DETR with position-sensitive multi-scale attention and grouped queries	4
Adaptive frequency-based fully hyperbolic graph neural networks	4
3D orientation field transform	4
A novel Venus’ visible image processing neoteric workflow for improved planetary surface feature analysis	4
Multimodal biometric crypto system for human authentication using ear and palm print	4
A new method for tuning the CNN pre-trained models as a feature extractor for malware detection	4

Correlation-based and content-enhanced network for video style transfer	4
Guest Editorial: Special issue on computer vision and machine learning for healthcare applications	4
Spatio-temporal trajectory data modeling for fishing gear classification	4
A semantic-aware monocular projection model for accurate pose measurement	4
Applying unsupervised keyphrase methods on concepts extracted from discharge sheets	4
Semi-supervised learning with Deep Laplacian Support Vector Machine	4
Utilize trajectory information for small target classification	4
Balanced clustering contrastive learning for long-tailed visual recognition	4
Improving distantly supervised named entity recognition by emphasizing uncertain examples	4
Proxemics-net++: classification of human interactions in still images	4
Adaptive target tracking based on channel attention and multi-hierarchical convolutional features	4
The object migration automata: its field, scope, applications, and future research challenges	4
DStab: estimating clustering quality by distance stability	4
Harmonic image inpainting using the charge simulation method	4
Threshold prediction for detecting rare positive samples using a meta-learner	3
Edge detection and characterization of digitized images	3
Multi-state perception consistency constraints network for person re-identification	3
Grafted and vanishing random subspaces	3
Causal generative explainers using counterfactual inference: a case study on the Morpho-MNIST dataset	3
Complex event recognition and anomaly detection with event behavior model	3
Spatio-temporal SiamFC: per-clip visual tracking with siamese non-local 3D convolutional networks and multi-template updating	3
CP decomposition-based algorithms for completion problem of motion capture data	3
EMTNet: efficient mobile transformer network for real-time monocular depth estimation	3
Big topic modeling based on a two-level hierarchical latent Beta-Liouville allocation for large-scale data and parameter streaming	3
Latent sparse subspace learning and visual domain classification via balanced distribution alignment and Hilbert–Schmidt metric	3
A robust approach for outlier detection based on the ratio of number of reverse neighbors to neighbors	3
Smoking-YOLOv8: a novel smoking detection algorithm for chemical plant personnel	3
Degraded document image preprocessing using local adaptive sharpening and illumination compensation	3
Deep learning-based cutting force prediction for machining process using monitoring data	3
A new diffusion method for blind image denoising	3
A Semi-supervised crowd counting method based on patch crowds statistics	3
TSRN: two-stage refinement network for temporal action segmentation	3
UMAM-NET: ultrasound thyroid nodule malignancy grading network based on multi-subnet attention mechanism	3
PSFE-YOLO: a traffic sign detection algorithm with pixel-wise spatial feature enhancement	3
CSMF-SPC: Multimodal Sentiment Analysis Model with Effective Context Semantic Modality Fusion and Sentiment Polarity Correction	3
Novel color image steganalysis method based on RGB channel empirical modes to expose stego images with diverse payloads	3
Chinese font migration combining local and global features learning	3
UR-YOLO: an urban road small object detection algorithm	3
Advanced pseudo-labeling approach in mixing-based text data augmentation method	3
K-homogeneous nearest neighbor-driven discriminant graph coupled nonnegative matrix factorization for low-resolution image recognition	3