OOIR: Observatory of International Research

Papers

(The TQCC of Machine Vision and Applications is 5. 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 2022-05-01 to 2026-05-01.)

Article	Citations
A method for high dynamic range 3D color modeling of objects through a color camera	71
Class-aware cross-domain target detection based on cityscape in fog	68
DMU-Net: a dual stream multi-scale U-Net for image splicing forgery localization	60
StyleDemorpher: high-quality face demorphing via StyleGAN2’s latent space	46
Triple attention and global reasoning Siamese networks for visual tracking	40
Text-driven object affordance for guiding grasp-type recognition in multimodal robot teaching	35
Development of a robust cascaded architecture for intelligent robot grasping using limited labelled data	22
Non-contact SpO2 monitoring via multi-channel pulse signals from facial videos using machine learning	22
A hybrid overlapping group sparsity denoising model with fractional-order total variation and non-convex regularizer	21
Medtransnet: advanced gating transformer network for medical image classification	20
ECM: arbitrary style transfer via Enhanced-Channel Module	19
Obs-tackle: an obstacle detection system to assist navigation of visually impaired using smartphones	19
Real estate pricing prediction via textual and visual features	19
End-to-end unsupervised learning of latent-space clustering for image segmentation via fully dense-UNet and fuzzy C-means loss	19
Using breast density for hybrid region and pixel-level loss function	18
Innovative surface roughness detection method based on white light interference images	18
An integration of deep network with random forests framework for image quality assessment in real-time	18
Global-guided cross-reference network for co-salient object detection	16
Enhancing hyperspectral image classification: DeepXTE for efficient semantic feature extraction	16
Enforced clustering for zero-to-one-shot texture anomaly detection	15
Motion-region annotation for complex videos via label propagation across occluders	15
MSPKD: multi spatial projectors for knowledge distillation in semantic segmentation	15
A stereo vision SLAM with moving vehicles tracking in outdoor environment	14
Editing implicit and explicit representations of radiance fields: a survey	14
LOID: Lane Occlusion Inpainting and Detection for Enhanced Autonomous Driving Systems	14

A motion direction detecting model for colored images based on the Hassenstein–Reichardt model	14
Axes-aligned non-linear optimized PnP algorithm	13
Specular Surface Detection with Deep Static Specular Flow and Highlight	13
Generalized few-shot learning under large scope by using episode-wise regularizing imprinting	13
Modeling driving task-relevant attention for intelligent vehicles using triplet ranking	13
A multi-modal framework for continuous and isolated hand gesture recognition utilizing movement epenthesis detection	12
Discriminant distance template matching for image recognition	12
Ubiquitous vision of transformers for person re-identification	12
Correction: Unsupervised single-shot depth estimation using perceptual reconstruction	12
CGA-Net: channel-wise gated attention network for improved super-resolution in remote sensing imagery	12
AFC-Net: adjacent feature complementary for crowded pedestrian detection	12
Novel Cauchy mixture modeling combined with the Sparse-RCNN architecture for enhanced multi-person pose estimation	11
Alternate guidance network for boundary-aware camouflaged object detection	11
Kernel based local matching network for video object segmentation	11
Multi-feature fusion network based on wavelet transform and multi-scale cross-response for hyperspectral image classification	11
L-VAE: variational auto-encoder with learnable beta for disentangled representation	11
Generation of realistic synthetic cable images to train deep learning segmentation models	11
Enhanced hyperspectral image reconstruction via parallel 2D/3D convolution with global layer purification and multiscale pooling fusion	10
RPIM-net: residual channel prior-driven interaction multi-scale network for stereo image deraining	10
Redundancy-free label space and dual-feature collaboration for multi-label feature selection	10
Traversing the subspace of adversarial patches	10
Improving knowledge distillation via pseudo-multi-teacher network	10
LDNet: low-light image enhancement with joint lighting and denoising	10
A general two-stage framework of tensor low-rank representation for enhanced image denoising and clustering	10
A dual progressive strategy for long-tailed visual recognition	10
3D face parsing based on 2D CPFNet: conformal parameterized face parsing network	10
Online continual learning with saliency-guided experience replay using tiny episodic memory	10
SGL-SLAM: a semantic and geometric RGB-D visual SLAM enhanced with line features for dynamic environments	10
CAMTrack: a combined appearance-motion method for multiple-object tracking	10
Two-stage structural information enhancement for source-free domain adaptation	10
Benchmarking large and small MLLMs	9
Shape related unknown object one-shot learning grasping	9
X-Align++: cross-modal cross-view alignment for Bird’s-eye-view segmentation	9
Multi-scale convolution underwater image restoration network	9
Chfnet: a coarse-to-fine hierarchical refinement model for monocular depth estimation	9
GOA-net: generic occlusion aware networks for visual tracking	9
Audio-visual localization based on spatial relative sound order	9
Generating comprehensive scene graphs with integrated multiple attribute detection	9
Shape description losses for medical image segmentation	9
Thin section analysis for ceramic petrography using motion analysis and segmentation techniques	9
Fusing bilinear multi-channel gated vector for fine-grained classification	9
Correction: Real estate pricing prediction via textual and visual features	9
Twinned attention network for occlusion-aware facial expression recognition	9
Adversarial imitation learning-based network for category-level 6D object pose estimation	9
Camera-based mapping in search-and-rescue via flying and ground robot teams	9
OmniGlasses: an optical aid for stereo vision CNNs to enable omnidirectional image processing	9
IoU-aware feature fusion R-CNN for dense object detection	9
Explainable interactive projections of images	9
Overcoming occlusions in AR, via multi-view, real-time 3D human pose estimation	8
A camera style-invariant learning and channel interaction enhancement fusion network for visible-infrared person re-identification	8

An efficient ground segmentation approach for LiDAR point cloud utilizing adjacent grids	8
Real-time pedestrian pose estimation, tracking and localization for social distancing	8
MÆIDM: multi-scale anomaly embedding inpainting and discrimination for surface anomaly detection	8
FOCUS: Frequency-Optimized Conditioning of diffUSion models for mitigating catastrophic forgetting during test-time adaptation	8
Pakistan sign language recognition: leveraging deep learning models with limited dataset	8
DisRot: boosting the generalization capability of few-shot learning via knowledge distillation and self-supervised learning	8
EAF-Net: an enhancement and aggregation–feedback network for RGB-T salient object detection	8
A comprehensive survey on SLAM and machine learning approaches for indoor autonomous navigation of mobile robots	8
Automatic cables segmentation from a substation device based on 3D point cloud	8
Attention-based global context network for driving maneuvers prediction	8
YG-SLAM: dynamic environment-based geometric constraint point-line fusion visual SLAM system	7
Cross-dataset video deepfake detection using Transformer and CNN architectures	7
Parametric loss-based super-resolution for scene text recognition	7
Kinematic calibration of a hexapod robot based on monocular vision	7
Actions as points: a simple and efficient detector for skeleton-based temporal action detection	7
Integrating visual-semantic relational reasoning for fake news detection on video platforms	7
Evolving brain tumor segmentation: differential evolution-optimized ensemble deep learning for multi-modal MRI analysis	7
Distortion diminishing with vulnerability filters pruning	7
Visual-inertial SLAM with line segment merging and efficient feature tracking method	7
Evolution algorithm of parametric active contour model based on Gaussian smoothing filter	7
An adaptive interpolation and 3D reconstruction algorithm for underwater images	7
Tensor-guided learning for image denoising using anisotropic PDEs	7
Meta-learning enhanced global–local feature fusion for image quality assessment	7
Mobgazenet: robust gaze estimation mobile network based on progressive attention mechanisms	7
Welding splash and arc noise reduction imaging model based on computationally efficient pairwise response serving welding process library	6
Multi-view dynamic reconstruction with cross-view smoothing based on surfel	6
A novel multi-feature fusion deep neural network using HOG and VGG-Face for facial expression classification	6
Robust semantic segmentation method of urban scenes in snowy environment	6
Tree-managed network ensembles for video prediction	6
Accelerated fixed-point iterations for image deblurring and defiltering	6
Logit scaling for out-of-distribution detection	6
Enhanced normal estimation of point clouds via fine-grained geometric information learning	6
Semi-supervised metric learning incorporating weighted triplet constraint and Riemannian manifold optimization for classification	6
Improving change detection using conditional discriminative adversarial regularization	6
ConsInstancy: learning instance representations for semi-supervised panoptic segmentation of concrete aggregate particles	6
VGT-MOT: visibility-guided tracking for online multiple-object tracking	6
Regional filtering distillation for object detection	6
Guest editorial: special issue on human pose estimation and its applications	6
PTDS CenterTrack: pedestrian tracking in dense scenes with re-identification and feature enhancement	6
Boosting few-shot learning via selective patch embedding by comprehensive sample analysis	6
PGA6D: 6D pose estimation for grasping and assemblying based on keypoints voting	6
A dual-path U-Net for pulmonary vessel segmentation method based on lightweight 3D attention	6
Environmental factors-aware two-stream GCN for skeleton-based behavior recognition	6
Quality assessment of synthetic images via spatial distortion recognition	6
Text-to-face synthesis based on facial landmarks prediction	6
Multiple object tracking using weighted graph convolutional neural networks	6
Naturally constrained reject option classification	5
Local region-learning modules for point cloud classification	5
Residual shuffle attention network for image super-resolution	5
BiTransformer: augmenting semantic context in video captioning via bidirectional decoder	5
Block-recurrent visual transformer for enhanced human detection in thermal imaging	5
Optimized hand pose estimation CrossInfoNet-based architecture for embedded devices	5
Unsupervised single-shot depth estimation using perceptual reconstruction	5
Beyond Kalman filters: deep learning-based filters for improved object tracking	5
Human pose estimation based on lightweight basicblock	5
A collaborative SLAM method for dual payload-carrying UAVs in denied environments	5
A review of adaptable conventional image processing pipelines and deep learning on limited datasets	5
Cascaded attention-guided multi-granularity feature learning for person re-identification	5
React: recognize every action everywhere all at once	5
Residual feature learning with hierarchical calibration for gaze estimation	5
FLAVR: flow-free architecture for fast video frame interpolation	5
YOLOMH: you only look once for multi-task driving perception with high efficiency	5
Toward phytoplankton parasite detection using autoencoders	5
TFF-temporal fusion framework for advancing video retrieval through long-range dependencies and multi-modal intent	5
Diffusion-leveraged GAN dehazing driven by classification: a two-stage framework for real-world monitoring imagery	5
Fine-grained 3D vehicle shape manipulation via latent space editing	5
Self-attention network for few-shot learning based on nearest-neighbor algorithm	5
Personvit: large-scale self-supervised vision transformer for person re-identification	5
Edge-aware dual path network for medical image classification	5
Swin transformer with part-level tokenization for occluded person re-identification	5