Machine Vision and Applications

Article	Citations
Feature-transfer network and local background suppression for microaneurysm detection	64
Early, intermediate and late fusion strategies for robust deep learning-based multimodal action recognition	61
A five-layer deep convolutional neural network with stochastic pooling for chest CT-based COVID-19 diagnosis	49
Segmentation of photovoltaic module cells in uncalibrated electroluminescence images	45
Graph neural networks in node classification: survey and evaluation	43
An empirical study of different machine learning techniques for brain tumor classification and subsequent segmentation using hybrid texture feature	41
A generalizable approach for multi-view 3D human pose regression	38
LS-Net: fast single-shot line-segment detector	36
A cognitive vision method for the detection of plant disease images	34
RCA-IUnet: a residual cross-spatial attention-guided inception U-Net model for tumor segmentation in breast ultrasound imaging	33
Optimal feature level fusion for secured human authentication in multimodal biometric system	33
Interpretable visual transmission lines inspections using pseudo-prototypical part network	32
Inception recurrent convolutional neural network for object recognition	29
Aluminum Casting Inspection using Deep Object Detection Methods and Simulated Ellipsoidal Defects	25
Deep understanding of shopper behaviours and interactions using RGB-D vision	24
Deep learning based breast cancer detection and classification using fuzzy merging techniques	23
A novel approach for ear recognition: learning Mahalanobis distance features from deep CNNs	22
Inflated 3D ConvNet context analysis for violence detection	21
Lesion-aware attention with neural support vector machine for retinopathy diagnosis	21
Detection of 3D bounding boxes of vehicles using perspective transformation for accurate speed measurement	21
Online inspection of narrow overlap weld quality using two-stage convolution neural network image recognition	20
Deblur and deep depth from single defocus image	19
EfficientLiteDet: a real-time pedestrian and vehicle detection algorithm	18
Convolutional neural network-based cross-corpus speech emotion recognition with data augmentation and features fusion	18
A novel approach for unsupervised image segmentation fusion of plant leaves based on G-mutual information	17

Benchmarking deep network architectures for ethnicity recognition using a new large face dataset	16
Gabor capsule network with preprocessing blocks for the recognition of complex images	16
Circular coded target system for industrial applications	15
Viewpoint placement for inspection planning	15
Automatic camera calibration by landmarks on rigid objects	15
Fast re-OBJ: real-time object re-identification in rigid scenes	15
Automated detection and classification of spilled loads on freeways based on improved YOLO network	15
Measurement and inspection of electrical discharge machined steel surfaces using deep neural networks	15
A robust information hiding algorithm based on lossless encryption and NSCT-HD-SVD	15
Rock segmentation visual system for assisting driving in TBM construction	14
Pattern recognition methodologies for pollen grain image classification: a survey	14
Feature-Driven Viewpoint Placement for Model-Based Surface Inspection	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
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
A neural network ensemble method for effective crack segmentation using fully convolutional networks and multi-scale structured forests	12
Real-time and accurate abnormal behavior detection in videos	11
A novel partition selection method for modular face recognition approaches on occlusion problem	11
Next-best-view regression using a 3D convolutional neural network	11
Snapshot hyperspectral imaging using wide dilation networks	11
Research on defect detection method of powder metallurgy gear based on machine vision	11
Micro-concrete crack detection of underwater structures based on convolutional neural network	11
DeepROD: a deep learning approach for real-time and online detection of a panic behavior in human crowds	11
Ellipse detection using the edges extracted by deep learning	10
Aligning accumulative representations for sign language recognition	10
TriGAN: image-to-image translation for multi-source domain adaptation	10
Deep transfer learning algorithms applied to synthetic drawing images as a tool for supporting Alzheimer’s disease prediction	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
Depth estimation from a single SEM image using pixel-wise fine-tuning with multimodal data	10
A novel multi-feature fusion deep neural network using HOG and VGG-Face for facial expression classification	10
Anomaly detection of core failures in die casting X-ray inspection images using a convolutional autoencoder	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
Maritime vessel re-identification: novel VR-VCA dataset and a multi-branch architecture MVR-net	9
A semi-supervised learning method for surface defect classification of magnetic tiles	9
Finger knuckle print recognition for personal authentication based on relaxed local ternary pattern in an effective learning framework	9
A system for the generation of in-car human body pose datasets	9
A comprehensive overview of dynamic visual SLAM and deep learning: concepts, methods and challenges	9
A new feature extraction process based on SFTA and DWT to enhance classification of ceramic tiles quality	9
DCNet: Dark Channel Network for single-image dehazing	9
FERGCN: facial expression recognition based on graph convolution network	9
Sparse representation with enhanced nonlocal self-similarity for image denoising	8
Semi-supervised learning for person re-identification based on style-transfer-generated data by CycleGANs	8
Human pose estimation based on lightweight basicblock	8
Lightweight convolutional neural network-based pedestrian detection and re-identification in multiple scenarios	8
Cascaded attention-guided multi-granularity feature learning for person re-identification	8
A novel and intelligent vision-based tutor for Yogāsana: e-YogaGuru	8
Pose is all you need: the pose only group activity recognition system (POGARS)	7

Orchid classification using homogeneous ensemble of small deep convolutional neural network	7
Depthwise grouped convolution for object detection	7
Visual localization and servoing for drone use in indoor remote laboratory environment	7
Joint patch clustering-based adaptive dictionary and sparse representation for multi-modality image fusion	7
Potential escalator-related injury identification and prevention based on multi-module integrated system for public health	7
Pakistan sign language recognition: leveraging deep learning models with limited dataset	7
Automatic visual estimation of tomato cluster maturity in plant rows	7
Squeezed fire binary segmentation model using convolutional neural network for outdoor images on embedded device	7
Teacher–student training and triplet loss to reduce the effect of drastic face occlusion	7
SA-SinGAN: self-attention for single-image generation adversarial networks	7
Dual Context Network for real-time semantic segmentation	7
Images denoising for COVID-19 chest X-ray based on multi-resolution parallel residual CNN	7
3MNet: Multi-task, multi-level and multi-channel feature aggregation network for salient object detection	7
Learning an end-to-end spatial grasp generation and refinement algorithm from simulation	7
Perceptual metric learning for video anomaly detection	6
Two-layer pyramid-based blending method for exposure fusion	6
High-precision calibration of wide-angle fisheye lens with radial distortion projection ellipse constraint (RDPEC)	6
Human action interpretation using convolutional neural network: a survey	6
Attention-based domain adaptation for single-stage detectors	6
Impurities detection in edible bird’s nest using optical segmentation and image fusion	6
Image dataset creation and networks improvement method based on CAD model and edge operator for object detection in the manufacturing industry	6
Cross-validation of a semantic segmentation network for natural history collection specimens	6
EAF-Net: an enhancement and aggregation–feedback network for RGB-T salient object detection	6
Coarse2Fine: a two-stage training method for fine-grained visual classification	6
A pruning method based on the measurement of feature extraction ability	6
Ising granularity image analysis on VAE–GAN	6
Hierarchical fusion network for periocular and iris by neural network approximation and sparse autoencoder	6
An end-to-end annotation-free machine vision system for detection of products on the rack	6
Face aging using global and pyramid generative adversarial networks	6
Image projection method for vehicle speed estimation model in video system	5
Multiple convolutional features in Siamese networks for object tracking	5
Clarity method of fog and dust image in fully mechanized mining face	5
Recognition of varying size scene images using semantic analysis of deep activation maps	5
Automatic football video production system with edge processing	5
The overlapping effect and fusion protocols of data augmentation techniques in iris PAD	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
WPC-SS: multi-label wear particle classification based on semantic segmentation	5
RSRGAN: computationally efficient real-world single image super-resolution using generative adversarial network	5
A data independent approach to generate adversarial patches	5
A study of deep learning approaches for classification and detection chromosomes in metaphase images	5
Object detection by crossing relational reasoning based on graph neural network	5
Time-efficient spliced image analysis using higher-order statistics	5
Graph convolutional networks and LSTM for first-person multimodal hand action recognition	5
Development of a character CAPTCHA recognition system for the visually impaired community using deep learning	5
3D pedestrian localization using multiple cameras: a generalizable approach	5
Water–air imaging: distorted image reconstruction based on a twice registration algorithm	5
Multi-scale convolution underwater image restoration network	5
Research on 3D model reconstruction based on a sequence of cross-sectional images	5
Delaunay walk for fast nearest neighbor: accelerating correspondence matching for ICP	5
Predicting vehicle collisions using data collected from video games	4
Hierarchical contrastive adaptation for cross-domain object detection	4
Enhancing collaborative road scene reconstruction with unsupervised domain alignment	4
A real-time and precise ellipse detector via edge screening and aggregation	4
Deep multiple instance learning for airplane detection in high-resolution imagery	4
Multi-level receptive field feature reuse for multi-focus image fusion	4
Defect segmentation for multi-illumination quality control systems	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
GraspFusionNet: a two-stage multi-parameter grasp detection network based on RGB–XYZ fusion in dense clutter	4
U-shaped spatial–temporal transformer network for 3D human pose estimation	4
Automatic cables segmentation from a substation device based on 3D point cloud	4
PM-MVS: PatchMatch multi-view stereo	4
Video2Flink: real-time video partitioning in Apache Flink and the cloud	4
Effective triplet mining improves training of multi-scale pooled CNN for image retrieval	4
Saliency prediction based on multi-channel models of visual processing	4
Crowd flow estimation from calibrated cameras	4
Calibrating a profile measurement system for dimensional inspection in rail rolling mills	4
Multiple feature-based contrast enhancement of ROI of backlit images	4
Attention-based global context network for driving maneuvers prediction	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
Toward phytoplankton parasite detection using autoencoders	4
Computer-aided automatic detection of acrylamide in deep-fried carbohydrate-rich food items using deep learning	4
ConsInstancy: learning instance representations for semi-supervised panoptic segmentation of concrete aggregate particles	4
RAU-Net: U-Net network based on residual multi-scale fusion and attention skip layer for overall spine segmentation	4
Multi-view subspace clustering with Kronecker-basis-representation-based tensor sparsity measure	3
A lightweight convolutional neural network for pose estimation of a planar model	3
Vision-based relative pose determination of cooperative spacecraft in neutral buoyancy environment	3
Structure–texture decomposition-based dehazing of a single image with large sky area	3
Pedestrian detection using multi-scale squeeze-and-excitation module	3

Lightweight image super-resolution network using involution	3
FLAVR: flow-free architecture for fast video frame interpolation	3
Dynamically throttleable neural networks	3
Saliency detection based on color descriptor and high-level prior	3
Parametric regularization loss in super-resolution reconstruction	3
Crowd density classification method based on pixels and texture features	3
Ensemble learning with advanced fast image filtering features for semi-global matching	3
Feature pyramid with attention fusion for edge discontinuity classification	3
Generating quality grasp rectangle using Pix2Pix GAN for intelligent robot grasping	3
Adversarial robustness improvement for deep neural networks	3
MLMT-CNN for object detection and segmentation in multi-layer and multi-spectral images	3
SiamMMF: multi-modal multi-level fusion object tracking based on Siamese networks	3
Semantic scene upgrades for trajectory prediction	3
Triple attention and global reasoning Siamese networks for visual tracking	3
Finding hard faces with better proposals and classifier	3
Similarity contrastive estimation for image and video soft contrastive self-supervised learning	3
Accurate IoU computation for rotated bounding boxes in $${\mathbb {R}}^2$$ and $${\mathbb {R}}^3$$	3
Abnormal event detection by variation matching	3
Partitioned iterated function systems by regression models for head pose estimation	3
Real-time pedestrian pose estimation, tracking and localization for social distancing	3
Multiplicative noise removal and blind inpainting of ultrasound images based on a new variational framework	3
A high-level feature channel attention UNet network for cholangiocarcinoma segmentation from microscopy hyperspectral images	3
BoostTrack: boosting the similarity measure and detection confidence for improved multiple object tracking	3
Utilizing incremental branches on a one-stage object detection framework to avoid catastrophic forgetting	3
Reciprocal kernel-based weighted collaborative–competitive representation for robust face recognition	3
Visible-infrared person re-identification model based on feature consistency and modal indistinguishability	3
BPFD-Net: enhanced dehazing model based on Pix2pix framework for single image	3
Deep 6-DoF camera relocalization in variable and dynamic scenes by multitask learning	3
Semantic convolutional features for face detection	3
Integration of 2D iteration and a 3D CNN-based model for multi-type artifact suppression in C-arm cone-beam CT	3
The effect of camera settings on image noise and accuracy of subpixel image registration	3
Centroid-based graph matching networks for planar object tracking	3
Kinematic calibration of a hexapod robot based on monocular vision	3
Road obstacles positional and dynamic features extraction combining object detection, stereo disparity maps and optical flow data	3
Multi-resolution depth image restoration	3
Alternate guidance network for boundary-aware camouflaged object detection	2
Multi-focus image fusion based on unsupervised learning	2
Foreground enhancement network for object detection in sonar images	2
Enhancing feature fusion for human pose estimation	2
Detection of inclusion by using 3D laser scanner in composite prepreg manufacturing technique using convolutional neural networks	2
Multi-view damage inspection using single-view damage projection	2
An unsupervised approach for thermal to visible image translation using autoencoder and generative adversarial network	2
Superpixel-based foreground-preserving image stitching	2
AP-TransNet: a polarized transformer based aerial human action recognition framework	2
Probabilistic multi-modal depth estimation based on camera–LiDAR sensor fusion	2
Efficient abnormality detection using patch-based 3D convolution with recurrent model	2
Local instance and context dictionary-based detection and localization of abnormalities	2
Autocalibration method for scanning electron microscope using affine camera model	2
Correction to: Self-attention network for few-shot learning based on nearest-neighbor algorithm	2
Siamese tracker with temporal information based on transformer-like feature fusion mechanism	2
Deep traffic sign detection and recognition without target domain real images	2
LDNet: low-light image enhancement with joint lighting and denoising	2
An annotated image database of building facades categorized into land uses for object detection using deep learning	2
Edge missing image inpainting with compression–decompression network in low similarity images	2
Residual shuffle attention network for image super-resolution	2
A deep Retinex network for underwater low-light image enhancement	2
Cancelable face recognition using phase retrieval and complex principal component analysis network	2
ST-CSNN: a novel method for vehicle counting	2
Multi-atlas subcortical segmentation: an orchestration of 3D fully convolutional network and generalized mixture function	2
Dual-purpose method for de-hazing and enhancement of underwater and low-light images	2
Designing effective power law-based loss function for faster and better bounding box regression	2
Traffic sign detection and recognition under low illumination	2
A stereo vision SLAM with moving vehicles tracking in outdoor environment	2
Camera and inertial sensor fusion for the PnP problem: algorithms and experimental results	2
FSD: feature skyscraper detector for stem end and blossom end of navel orange	2
Family classification and kinship verification from facial images in the wild	2
Global-guided cross-reference network for co-salient object detection	2
Randomized nonlinear two-dimensional principal component analysis network for object recognition	2
A dual progressive strategy for long-tailed visual recognition	2
Using synthesized facial views for active face recognition	2
Unsupervised single-shot depth estimation using perceptual reconstruction	2
Adaptive superpixel-based multi-object pedestrian recognition	2
The general framework for few-shot learning by kernel HyperNetworks	2
Correction: Unsupervised single-shot depth estimation using perceptual reconstruction	2
Interaction semantic segmentation network via progressive supervised learning	2
Ubiquitous vision of transformers for person re-identification	2
TsanKit: artificial intelligence for solder ball head-in-pillow defect inspection	2
Guest editorial: special issue on human pose estimation and its applications	2
MÆIDM: multi-scale anomaly embedding inpainting and discrimination for surface anomaly detection	2
A transformer-based neural ODE for dense prediction	2
Vision-based approach to assess performance levels while eating	2
UP-Net: unique keyPoint description and detection net	2
Shape description losses for medical image segmentation	2
Classification of materials using a pulsed time-of-flight camera	2
Improving visual odometry pipeline with feedback from forward and backward motion estimates	2
Adversarial structured prediction for domain-adaptive semantic segmentation	2
Motion-aware ensemble of three-mode trackers for unmanned aerial vehicles	2
BiTransformer: augmenting semantic context in video captioning via bidirectional decoder	2
Rapid self-localization of robot based on omnidirectional vision technology	2
FFA-Net: fast feature aggregation network for 3D point cloud segmentation	2