OOIR: Observatory of International Research

Papers

(The TQCC of Machine Vision and Applications is 4. 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 2020-11-01 to 2024-11-01.)

Article	Citations
Early, intermediate and late fusion strategies for robust deep learning-based multimodal action recognition	72
A five-layer deep convolutional neural network with stochastic pooling for chest CT-based COVID-19 diagnosis	51
Graph neural networks in node classification: survey and evaluation	49
Segmentation of photovoltaic module cells in uncalibrated electroluminescence images	46
An empirical study of different machine learning techniques for brain tumor classification and subsequent segmentation using hybrid texture feature	43
RCA-IUnet: a residual cross-spatial attention-guided inception U-Net model for tumor segmentation in breast ultrasound imaging	40
A cognitive vision method for the detection of plant disease images	36
Optimal feature level fusion for secured human authentication in multimodal biometric system	36
Interpretable visual transmission lines inspections using pseudo-prototypical part network	34
Inception recurrent convolutional neural network for object recognition	31
Aluminum Casting Inspection using Deep Object Detection Methods and Simulated Ellipsoidal Defects	27
Inflated 3D ConvNet context analysis for violence detection	25
Lesion-aware attention with neural support vector machine for retinopathy diagnosis	24
Online inspection of narrow overlap weld quality using two-stage convolution neural network image recognition	22
A novel approach for ear recognition: learning Mahalanobis distance features from deep CNNs	22
Deblur and deep depth from single defocus image	19
EfficientLiteDet: a real-time pedestrian and vehicle detection algorithm	19
Convolutional neural network-based cross-corpus speech emotion recognition with data augmentation and features fusion	18
Micro-concrete crack detection of underwater structures based on convolutional neural network	18
Measurement and inspection of electrical discharge machined steel surfaces using deep neural networks	17
Viewpoint placement for inspection planning	16
Gabor capsule network with preprocessing blocks for the recognition of complex images	16
Automated detection and classification of spilled loads on freeways based on improved YOLO network	15
Circular coded target system for industrial applications	15
A robust information hiding algorithm based on lossless encryption and NSCT-HD-SVD	15

Fast re-OBJ: real-time object re-identification in rigid scenes	15
Pattern recognition methodologies for pollen grain image classification: a survey	14
Rock segmentation visual system for assisting driving in TBM construction	14
A global activated feature pyramid network for tiny pest detection in the wild	14
Deep learning-based object recognition in multispectral satellite imagery for real-time applications	14
Next-best-view regression using a 3D convolutional neural network	14
A weighted feature transfer gan for medical image synthesis	13
A novel ship classification network with cascade deep features for line-of-sight sea data	13
DeepROD: a deep learning approach for real-time and online detection of a panic behavior in human crowds	12
Research on defect detection method of powder metallurgy gear based on machine vision	12
Anomaly detection of core failures in die casting X-ray inspection images using a convolutional autoencoder	11
Deep transfer learning algorithms applied to synthetic drawing images as a tool for supporting Alzheimer’s disease prediction	11
A novel partition selection method for modular face recognition approaches on occlusion problem	11
Depth estimation from a single SEM image using pixel-wise fine-tuning with multimodal data	11
Aligning accumulative representations for sign language recognition	10
Automated diagnosis of diverse coffee leaf images through a stage-wise aggregated triple deep convolutional neural network	10
IC solder joint inspection via generator-adversarial-network based template	10
Ellipse detection using the edges extracted by deep learning	10
Human pose estimation based on lightweight basicblock	10
A novel multi-feature fusion deep neural network using HOG and VGG-Face for facial expression classification	10
Lightweight convolutional neural network-based pedestrian detection and re-identification in multiple scenarios	10
A semi-supervised learning method for surface defect classification of magnetic tiles	10
TriGAN: image-to-image translation for multi-source domain adaptation	10
Maritime vessel re-identification: novel VR-VCA dataset and a multi-branch architecture MVR-net	9
Automatic detection of multi-crossing crack defects in multi-crystalline solar cells based on machine vision	9
On the safety of vulnerable road users by cyclist detection and tracking	9
A comprehensive overview of dynamic visual SLAM and deep learning: concepts, methods and challenges	9
DCNet: Dark Channel Network for single-image dehazing	9
Finger knuckle print recognition for personal authentication based on relaxed local ternary pattern in an effective learning framework	9
FERGCN: facial expression recognition based on graph convolution network	9
Semi-supervised learning for person re-identification based on style-transfer-generated data by CycleGANs	8
Cascaded attention-guided multi-granularity feature learning for person re-identification	8
Sparse representation with enhanced nonlocal self-similarity for image denoising	8
Pakistan sign language recognition: leveraging deep learning models with limited dataset	8
Perceptual metric learning for video anomaly detection	8
Teacher–student training and triplet loss to reduce the effect of drastic face occlusion	8
Orchid classification using homogeneous ensemble of small deep convolutional neural network	8
A novel and intelligent vision-based tutor for Yogāsana: e-YogaGuru	8
Joint patch clustering-based adaptive dictionary and sparse representation for multi-modality image fusion	8
A data independent approach to generate adversarial patches	7
Image projection method for vehicle speed estimation model in video system	7
Depthwise grouped convolution for object detection	7
Squeezed fire binary segmentation model using convolutional neural network for outdoor images on embedded device	7
3MNet: Multi-task, multi-level and multi-channel feature aggregation network for salient object detection	7
Potential escalator-related injury identification and prevention based on multi-module integrated system for public health	7
SA-SinGAN: self-attention for single-image generation adversarial networks	7
Images denoising for COVID-19 chest X-ray based on multi-resolution parallel residual CNN	7
Visual localization and servoing for drone use in indoor remote laboratory environment	7
Ising granularity image analysis on VAE–GAN	7
Pose is all you need: the pose only group activity recognition system (POGARS)	7

Dual Context Network for real-time semantic segmentation	7
Automatic visual estimation of tomato cluster maturity in plant rows	7
A pruning method based on the measurement of feature extraction ability	7
An end-to-end annotation-free machine vision system for detection of products on the rack	6
Object detection by crossing relational reasoning based on graph neural network	6
Image dataset creation and networks improvement method based on CAD model and edge operator for object detection in the manufacturing industry	6
High-precision calibration of wide-angle fisheye lens with radial distortion projection ellipse constraint (RDPEC)	6
Cross-validation of a semantic segmentation network for natural history collection specimens	6
Coarse2Fine: a two-stage training method for fine-grained visual classification	6
Two-layer pyramid-based blending method for exposure fusion	6
U-shaped spatial–temporal transformer network for 3D human pose estimation	6
EAF-Net: an enhancement and aggregation–feedback network for RGB-T salient object detection	6
Face aging using global and pyramid generative adversarial networks	6
The overlapping effect and fusion protocols of data augmentation techniques in iris PAD	6
Attention-based domain adaptation for single-stage detectors	6
Graph convolutional networks and LSTM for first-person multimodal hand action recognition	6
Hierarchical fusion network for periocular and iris by neural network approximation and sparse autoencoder	6
BPFD-Net: enhanced dehazing model based on Pix2pix framework for single image	5
Multi-scale convolution underwater image restoration network	5
LDNet: low-light image enhancement with joint lighting and denoising	5
SiamMMF: multi-modal multi-level fusion object tracking based on Siamese networks	5
Deep 6-DoF camera relocalization in variable and dynamic scenes by multitask learning	5
Clarity method of fog and dust image in fully mechanized mining face	5
Development of a character CAPTCHA recognition system for the visually impaired community using deep learning	5
PM-MVS: PatchMatch multi-view stereo	5
Deep multiple instance learning for airplane detection in high-resolution imagery	5
Automatic football video production system with edge processing	5
Research on 3D model reconstruction based on a sequence of cross-sectional images	5
Generating quality grasp rectangle using Pix2Pix GAN for intelligent robot grasping	5
WPC-SS: multi-label wear particle classification based on semantic segmentation	5
Multiple convolutional features in Siamese networks for object tracking	5
Human action interpretation using convolutional neural network: a survey	5
Water–air imaging: distorted image reconstruction based on a twice registration algorithm	5
Recognition of varying size scene images using semantic analysis of deep activation maps	5
Delaunay walk for fast nearest neighbor: accelerating correspondence matching for ICP	5
Design of a hybrid deep learning system for discriminating between low- and high-grade colorectal cancer lesions, using microscopy images of IHC stained for AIB1 expression biopsy material	5
Attention-based global context network for driving maneuvers prediction	5
Automatic cables segmentation from a substation device based on 3D point cloud	5
3D pedestrian localization using multiple cameras: a generalizable approach	5
Enhancing collaborative road scene reconstruction with unsupervised domain alignment	4
Video2Flink: real-time video partitioning in Apache Flink and the cloud	4
Residual shuffle attention network for image super-resolution	4
Defect segmentation for multi-illumination quality control systems	4
Discriminant distance template matching for image recognition	4
Single image dehazing based on multi-scale segmentation and deep learning	4
Enhanced machine perception by a scalable fusion of RGB–NIR image pairs in diverse exposure environments	4
Visible-infrared person re-identification model based on feature consistency and modal indistinguishability	4
Hierarchical contrastive adaptation for cross-domain object detection	4
Adversarial robustness improvement for deep neural networks	4
Toward phytoplankton parasite detection using autoencoders	4
Foreground enhancement network for object detection in sonar images	4
Dynamically throttleable neural networks	4
Saliency prediction based on multi-channel models of visual processing	4
A stereo vision SLAM with moving vehicles tracking in outdoor environment	4
Calibrating a profile measurement system for dimensional inspection in rail rolling mills	4
Predicting vehicle collisions using data collected from video games	4
List-wise learning-to-rank with convolutional neural networks for person re-identification	4
FPANet: Feature-enhanced position attention network for semantic segmentation	4
Multi-level receptive field feature reuse for multi-focus image fusion	4
Effective triplet mining improves training of multi-scale pooled CNN for image retrieval	4
Computer-aided automatic detection of acrylamide in deep-fried carbohydrate-rich food items using deep learning	4
RAU-Net: U-Net network based on residual multi-scale fusion and attention skip layer for overall spine segmentation	4
ConsInstancy: learning instance representations for semi-supervised panoptic segmentation of concrete aggregate particles	4
Multiple feature-based contrast enhancement of ROI of backlit images	4