Machine Vision and Applications

Article	Citations
Deep convolutional neural networks with transfer learning for automated brain image classification	120
Feature-transfer network and local background suppression for microaneurysm detection	57
Hyper-parameter optimization of deep learning model for prediction of Parkinson’s disease	52
A five-layer deep convolutional neural network with stochastic pooling for chest CT-based COVID-19 diagnosis	48
Deep learning applications in pulmonary medical imaging: recent updates and insights on COVID-19	46
Early, intermediate and late fusion strategies for robust deep learning-based multimodal action recognition	43
Segmentation of photovoltaic module cells in uncalibrated electroluminescence images	40
A generalizable approach for multi-view 3D human pose regression	38
ColpoNet for automated cervical cancer screening using colposcopy images	34
LS-Net: fast single-shot line-segment detector	32
An empirical study of different machine learning techniques for brain tumor classification and subsequent segmentation using hybrid texture feature	30
A cognitive vision method for the detection of plant disease images	30
Graph neural networks in node classification: survey and evaluation	28
RCA-IUnet: a residual cross-spatial attention-guided inception U-Net model for tumor segmentation in breast ultrasound imaging	26
Real-time camera pose estimation for sports fields	25
Inception recurrent convolutional neural network for object recognition	24
ARF-Crack: rotation invariant deep fully convolutional network for pixel-level crack detection	24
Using CNN with Bayesian optimization to identify cerebral micro-bleeds	23
Optimal feature level fusion for secured human authentication in multimodal biometric system	23
Interpretable visual transmission lines inspections using pseudo-prototypical part network	22
Detection of tomato organs based on convolutional neural network under the overlap and occlusion backgrounds	22
A comparative study of breast cancer tumor classification by classical machine learning methods and deep learning method	21
Deep understanding of shopper behaviours and interactions using RGB-D vision	21
Deep learning based breast cancer detection and classification using fuzzy merging techniques	19
Online inspection of narrow overlap weld quality using two-stage convolution neural network image recognition	19

Aluminum Casting Inspection using Deep Object Detection Methods and Simulated Ellipsoidal Defects	18
A novel approach for ear recognition: learning Mahalanobis distance features from deep CNNs	18
Improved face super-resolution generative adversarial networks	18
Lesion-aware attention with neural support vector machine for retinopathy diagnosis	17
Detection of 3D bounding boxes of vehicles using perspective transformation for accurate speed measurement	16
Automated facial video-based recognition of depression and anxiety symptom severity: cross-corpus validation	16
Deblur and deep depth from single defocus image	16
Multi-source domain adaptation for image classification	16
A novel approach for unsupervised image segmentation fusion of plant leaves based on G-mutual information	15
Benchmarking deep network architectures for ethnicity recognition using a new large face dataset	15
Semi-supervised learning using adversarial training with good and bad samples	15
Root identification in minirhizotron imagery with multiple instance learning	15
Gabor capsule network with preprocessing blocks for the recognition of complex images	14
Utilization of a convolutional method for Alzheimer disease diagnosis	14
Feature-Driven Viewpoint Placement for Model-Based Surface Inspection	13
Inflated 3D ConvNet context analysis for violence detection	13
A robust information hiding algorithm based on lossless encryption and NSCT-HD-SVD	13
Circular coded target system for industrial applications	13
DC-Gnet for detection of glaucoma in retinal fundus imaging	13
Measurement and inspection of electrical discharge machined steel surfaces using deep neural networks	13
Automatic camera calibration by landmarks on rigid objects	12
A weighted feature transfer gan for medical image synthesis	12
Real-time and accurate abnormal behavior detection in videos	11
Convolutional neural network-based cross-corpus speech emotion recognition with data augmentation and features fusion	11
Pattern recognition methodologies for pollen grain image classification: a survey	11
Deep learning-based object recognition in multispectral satellite imagery for real-time applications	11
EfficientLiteDet: a real-time pedestrian and vehicle detection algorithm	11
Photo-realistic dehazing via contextual generative adversarial networks	10
TriGAN: image-to-image translation for multi-source domain adaptation	10
Snapshot hyperspectral imaging using wide dilation networks	10
A novel ship classification network with cascade deep features for line-of-sight sea data	10
Next-best-view regression using a 3D convolutional neural network	10
Viewpoint placement for inspection planning	10
Automated detection and classification of spilled loads on freeways based on improved YOLO network	10
A global activated feature pyramid network for tiny pest detection in the wild	9
A novel partition selection method for modular face recognition approaches on occlusion problem	9
A neural network ensemble method for effective crack segmentation using fully convolutional networks and multi-scale structured forests	9
Anomaly detection of core failures in die casting X-ray inspection images using a convolutional autoencoder	9
DeepROD: a deep learning approach for real-time and online detection of a panic behavior in human crowds	9
A system for the generation of in-car human body pose datasets	9
Rock segmentation visual system for assisting driving in TBM construction	9
IC solder joint inspection via generator-adversarial-network based template	9
Automated diagnosis of diverse coffee leaf images through a stage-wise aggregated triple deep convolutional neural network	8
Finger knuckle print recognition for personal authentication based on relaxed local ternary pattern in an effective learning framework	8
Fast re-OBJ: real-time object re-identification in rigid scenes	8
Lightweight convolutional neural network-based pedestrian detection and re-identification in multiple scenarios	8
A new feature extraction process based on SFTA and DWT to enhance classification of ceramic tiles quality	8
Sparse representation with enhanced nonlocal self-similarity for image denoising	8
Research on defect detection method of powder metallurgy gear based on machine vision	8
Maritime vessel re-identification: novel VR-VCA dataset and a multi-branch architecture MVR-net	8

A semi-supervised learning method for surface defect classification of magnetic tiles	8
Automatic detection of multi-crossing crack defects in multi-crystalline solar cells based on machine vision	8
Fast and efficient difference of block means code for palmprint recognition	8
GC-NET for classification of glaucoma in the retinal fundus image	8
3D video semantic segmentation for wildfire smoke	8
Semi-supervised learning for person re-identification based on style-transfer-generated data by CycleGANs	7
A novel and intelligent vision-based tutor for Yogāsana: e-YogaGuru	7
Micro-concrete crack detection of underwater structures based on convolutional neural network	7
A novel multi-feature fusion deep neural network using HOG and VGG-Face for facial expression classification	7
A comprehensive overview of dynamic visual SLAM and deep learning: concepts, methods and challenges	7
Images denoising for COVID-19 chest X-ray based on multi-resolution parallel residual CNN	7
Object detection based on semi-supervised domain adaptation for imbalanced domain resources	7
Deep transfer learning algorithms applied to synthetic drawing images as a tool for supporting Alzheimer’s disease prediction	7
Singular value decomposition-based virtual representation for face recognition	7
Human pose estimation based on lightweight basicblock	7
3MNet: Multi-task, multi-level and multi-channel feature aggregation network for salient object detection	7
DCNet: Dark Channel Network for single-image dehazing	6
Learning an end-to-end spatial grasp generation and refinement algorithm from simulation	6
Orchid classification using homogeneous ensemble of small deep convolutional neural network	6
Human action interpretation using convolutional neural network: a survey	6
Face aging using global and pyramid generative adversarial networks	6
Coupling cell detection and tracking by temporal feedback	6
Joint patch clustering-based adaptive dictionary and sparse representation for multi-modality image fusion	6
Potential escalator-related injury identification and prevention based on multi-module integrated system for public health	6
Aligning accumulative representations for sign language recognition	6
Automatic visual estimation of tomato cluster maturity in plant rows	6
An efficient and globally optimal method for camera pose estimation using line features	6
FERGCN: facial expression recognition based on graph convolution network	6
Pose is all you need: the pose only group activity recognition system (POGARS)	6
Hierarchical fusion network for periocular and iris by neural network approximation and sparse autoencoder	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
Development of a character CAPTCHA recognition system for the visually impaired community using deep learning	5
SA-SinGAN: self-attention for single-image generation adversarial networks	5
Depthwise grouped convolution for object detection	5
The overlapping effect and fusion protocols of data augmentation techniques in iris PAD	5
Squeezed fire binary segmentation model using convolutional neural network for outdoor images on embedded device	5
Perceptual metric learning for video anomaly detection	5
Image dataset creation and networks improvement method based on CAD model and edge operator for object detection in the manufacturing industry	5
Multiple convolutional features in Siamese networks for object tracking	5
Ellipse detection using the edges extracted by deep learning	5
A study of deep learning approaches for classification and detection chromosomes in metaphase images	5
Gradient self-weighting linear collaborative discriminant regression classification for human cognitive states classification	5
Visual localization and servoing for drone use in indoor remote laboratory environment	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
Two-layer pyramid-based blending method for exposure fusion	5
3D pedestrian localization using multiple cameras: a generalizable approach	5
An end-to-end annotation-free machine vision system for detection of products on the rack	5
Attention-based domain adaptation for single-stage detectors	5
Time-efficient spliced image analysis using higher-order statistics	5
Impurities detection in edible bird’s nest using optical segmentation and image fusion	5
Teacher–student training and triplet loss to reduce the effect of drastic face occlusion	5
RSRGAN: computationally efficient real-world single image super-resolution using generative adversarial network	4
Enhancing collaborative road scene reconstruction with unsupervised domain alignment	4
FPANet: Feature-enhanced position attention network for semantic segmentation	4
Deep multiple instance learning for airplane detection in high-resolution imagery	4
WatchNet++: efficient and accurate depth-based network for detecting people attacks and intrusion	4
Computer-aided automatic detection of acrylamide in deep-fried carbohydrate-rich food items using deep learning	4
Enhanced machine perception by a scalable fusion of RGB–NIR image pairs in diverse exposure environments	4
Multi-scale crowd feature detection using vision sensing and statistical mechanics principles	4
Image projection method for vehicle speed estimation model in video system	4
A data independent approach to generate adversarial patches	4
Recognition of varying size scene images using semantic analysis of deep activation maps	4
Water–air imaging: distorted image reconstruction based on a twice registration algorithm	4
Object detection by crossing relational reasoning based on graph neural network	4
Delaunay walk for fast nearest neighbor: accelerating correspondence matching for ICP	4
A pruning method based on the measurement of feature extraction ability	4
On the safety of vulnerable road users by cyclist detection and tracking	4
Depth estimation from a single SEM image using pixel-wise fine-tuning with multimodal data	4
A real-time and precise ellipse detector via edge screening and aggregation	4
Automatic football video production system with edge processing	4
Cross-validation of a semantic segmentation network for natural history collection specimens	4
Special issue on Advanced Machine Vision	4
OCLU-NET for occlusal classification of 3D dental models	4
Defect segmentation for multi-illumination quality control systems	4
Ising granularity image analysis on VAE–GAN	4
Multi-scale convolution underwater image restoration network	3
Crowd flow estimation from calibrated cameras	3
Calibrating a profile measurement system for dimensional inspection in rail rolling mills	3
GraspFusionNet: a two-stage multi-parameter grasp detection network based on RGB–XYZ fusion in dense clutter	3

Pakistan sign language recognition: leveraging deep learning models with limited dataset	3
User-interactive salient object detection using YOLOv2, lazy snapping, and gabor filters	3
Integration of 2D iteration and a 3D CNN-based model for multi-type artifact suppression in C-arm cone-beam CT	3
Road obstacles positional and dynamic features extraction combining object detection, stereo disparity maps and optical flow data	3
Accurate IoU computation for rotated bounding boxes in $${\mathbb {R}}^2$$ and $${\mathbb {R}}^3$$	3
Real-time pedestrian pose estimation, tracking and localization for social distancing	3
Generating quality grasp rectangle using Pix2Pix GAN for intelligent robot grasping	3
Abnormal event detection by variation matching	3
High-precision calibration of wide-angle fisheye lens with radial distortion projection ellipse constraint (RDPEC)	3
Utilizing incremental branches on a one-stage object detection framework to avoid catastrophic forgetting	3
A lightweight convolutional neural network for pose estimation of a planar model	3
Graph convolutional networks and LSTM for first-person multimodal hand action recognition	3
Multiple feature-based contrast enhancement of ROI of backlit images	3
Finding hard faces with better proposals and classifier	3
Effective triplet mining improves training of multi-scale pooled CNN for image retrieval	3
Saliency detection based on color descriptor and high-level prior	3
Attention-based global context network for driving maneuvers prediction	3
Saliency prediction based on multi-channel models of visual processing	3
List-wise learning-to-rank with convolutional neural networks for person re-identification	3
Boosting binary masks for multi-domain learning through affine transformations	3
ConsInstancy: learning instance representations for semi-supervised panoptic segmentation of concrete aggregate particles	3
Structure–texture decomposition-based dehazing of a single image with large sky area	3
Partitioned iterated function systems by regression models for head pose estimation	3
Vision-based relative pose determination of cooperative spacecraft in neutral buoyancy environment	3
Visible-infrared person re-identification model based on feature consistency and modal indistinguishability	3
Semantic convolutional features for face detection	3
The effect of camera settings on image noise and accuracy of subpixel image registration	3
Cascaded attention-guided multi-granularity feature learning for person re-identification	3
Crowd density classification method based on pixels and texture features	3
Robust face tracking using multiple appearance models and graph relational learning	3
U-shaped spatial–temporal transformer network for 3D human pose estimation	3
WPC-SS: multi-label wear particle classification based on semantic segmentation	3
Multiplicative noise removal and blind inpainting of ultrasound images based on a new variational framework	3
Parameter selection framework for stereo correspondence	2
Multi-atlas subcortical segmentation: an orchestration of 3D fully convolutional network and generalized mixture function	2
Hierarchical contrastive adaptation for cross-domain object detection	2
Ubiquitous vision of transformers for person re-identification	2
Automatic cables segmentation from a substation device based on 3D point cloud	2
SiamMMF: multi-modal multi-level fusion object tracking based on Siamese networks	2
Clarity method of fog and dust image in fully mechanized mining face	2
Kinematic calibration of a hexapod robot based on monocular vision	2
TsanKit: artificial intelligence for solder ball head-in-pillow defect inspection	2
Deep traffic sign detection and recognition without target domain real images	2
Lightweight image super-resolution network using involution	2
Correction to: Self-attention network for few-shot learning based on nearest-neighbor algorithm	2
Reciprocal kernel-based weighted collaborative–competitive representation for robust face recognition	2
Using synthesized facial views for active face recognition	2
An annotated image database of building facades categorized into land uses for object detection using deep learning	2
A morphological approach to piecewise constant active contour model incorporated with the geodesic edge term	2
Adaptive superpixel-based multi-object pedestrian recognition	2
Dynamically throttleable neural networks	2
Centroid-based graph matching networks for planar object tracking	2
Efficient use of recent progresses for Real-time Semantic segmentation	2
Multi-view damage inspection using single-view damage projection	2
UP-Net: unique keyPoint description and detection net	2
Enhancing feature fusion for human pose estimation	2
Global-guided cross-reference network for co-salient object detection	2
On evolutionary computation techniques for multi-view triangulation	2
Motion-aware ensemble of three-mode trackers for unmanned aerial vehicles	2
BPFD-Net: enhanced dehazing model based on Pix2pix framework for single image	2
Pedestrian detection using multi-scale squeeze-and-excitation module	2
Local instance and context dictionary-based detection and localization of abnormalities	2
Rapid self-localization of robot based on omnidirectional vision technology	2
Research on 3D model reconstruction based on a sequence of cross-sectional images	2
Multi-level receptive field feature reuse for multi-focus image fusion	2
Detection of inclusion by using 3D laser scanner in composite prepreg manufacturing technique using convolutional neural networks	2
An unsupervised approach for thermal to visible image translation using autoencoder and generative adversarial network	2
Multi-focus image fusion based on unsupervised learning	2
Foreground enhancement network for object detection in sonar images	2
Dual-purpose method for de-hazing and enhancement of underwater and low-light images	2
Classification of materials using a pulsed time-of-flight camera	2
ST-CSNN: a novel method for vehicle counting	2
Multi-resolution depth image restoration	2
Improving visual odometry pipeline with feedback from forward and backward motion estimates	2
Triple attention and global reasoning Siamese networks for visual tracking	2
Multi-view subspace clustering with Kronecker-basis-representation-based tensor sparsity measure	2
Predicting vehicle collisions using data collected from video games	2
Camera and inertial sensor fusion for the PnP problem: algorithms and experimental results	2
BiTransformer: augmenting semantic context in video captioning via bidirectional decoder	2
Edge missing image inpainting with compression–decompression network in low similarity images	2