Machine Vision and Applications

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
Optimal feature level fusion for secured human authentication in multimodal biometric system	36
A cognitive vision method for the detection of plant disease images	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
A novel approach for ear recognition: learning Mahalanobis distance features from deep CNNs	22
Online inspection of narrow overlap weld quality using two-stage convolution neural network image recognition	22
EfficientLiteDet: a real-time pedestrian and vehicle detection algorithm	19
Deblur and deep depth from single defocus image	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
Gabor capsule network with preprocessing blocks for the recognition of complex images	16
Viewpoint placement for inspection planning	16
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
Automated detection and classification of spilled loads on freeways based on improved YOLO network	15

Circular coded target system for industrial applications	15
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
Pattern recognition methodologies for pollen grain image classification: a survey	14
Rock segmentation visual system for assisting driving in TBM construction	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
Research on defect detection method of powder metallurgy gear based on machine vision	12
DeepROD: a deep learning approach for real-time and online detection of a panic behavior in human crowds	12
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
Anomaly detection of core failures in die casting X-ray inspection images using a convolutional autoencoder	11
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
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
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
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
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
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
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
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
Coarse2Fine: a two-stage training method for fine-grained visual classification	6
Two-layer pyramid-based blending method for exposure fusion	6
Face aging using global and pyramid generative adversarial networks	6
U-shaped spatial–temporal transformer network for 3D human pose estimation	6
The overlapping effect and fusion protocols of data augmentation techniques in iris PAD	6
EAF-Net: an enhancement and aggregation–feedback network for RGB-T salient object detection	6
Attention-based domain adaptation for single-stage detectors	6
Graph convolutional networks and LSTM for first-person multimodal hand action recognition	6
An end-to-end annotation-free machine vision system for detection of products on the rack	6
Hierarchical fusion network for periocular and iris by neural network approximation and sparse autoencoder	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
Cross-validation of a semantic segmentation network for natural history collection specimens	6
High-precision calibration of wide-angle fisheye lens with radial distortion projection ellipse constraint (RDPEC)	6
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
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
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
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
Kinematic calibration of a hexapod robot based on monocular vision	3
MLMT-CNN for object detection and segmentation in multi-layer and multi-spectral images	3
Partitioned iterated function systems by regression models for head pose estimation	3
Optimization model based on attention mechanism for few-shot image classification	3
Correction to: Self-attention network for few-shot learning based on nearest-neighbor algorithm	3
ST-CSNN: a novel method for vehicle counting	3
BiTransformer: augmenting semantic context in video captioning via bidirectional decoder	3
Abnormal event detection by variation matching	3
FLAVR: flow-free architecture for fast video frame interpolation	3
Dual-purpose method for de-hazing and enhancement of underwater and low-light images	3
Semantic convolutional features for face detection	3
Lightweight image super-resolution network using involution	3
Ubiquitous vision of transformers for person re-identification	3
Traffic sign detection and recognition under low illumination	3
Integration of 2D iteration and a 3D CNN-based model for multi-type artifact suppression in C-arm cone-beam CT	3
A transformer-based neural ODE for dense prediction	3

Vision-based relative pose determination of cooperative spacecraft in neutral buoyancy environment	3
Parametric regularization loss in super-resolution reconstruction	3
Ensemble learning with advanced fast image filtering features for semi-global matching	3
Reciprocal kernel-based weighted collaborative–competitive representation for robust face recognition	3
Utilizing incremental branches on a one-stage object detection framework to avoid catastrophic forgetting	3
Structure–texture decomposition-based dehazing of a single image with large sky area	3
Recent progress in sign language recognition: a review	3
The general framework for few-shot learning by kernel HyperNetworks	3
Human skeleton behavior recognition model based on multi-object pose estimation with spatiotemporal semantics	3
Crowd density classification method based on pixels and texture features	3
An annotated image database of building facades categorized into land uses for object detection using deep learning	3
MÆIDM: multi-scale anomaly embedding inpainting and discrimination for surface anomaly detection	3
MFEMANet: an effective disaster image classification approach for practical risk assessment	3
Semantic scene upgrades for trajectory prediction	3
Similarity contrastive estimation for image and video soft contrastive self-supervised learning	3
Saliency detection based on color descriptor and high-level prior	3
A lightweight convolutional neural network for pose estimation of a planar model	3
BoostTrack: boosting the similarity measure and detection confidence for improved multiple object tracking	3
Multi-resolution depth image restoration	3
Multiplicative noise removal and blind inpainting of ultrasound images based on a new variational framework	3
Feature pyramid with attention fusion for edge discontinuity classification	3
Deep traffic sign detection and recognition without target domain real images	3
Monocular 3D reconstruction of sail flying shape using passive markers	3
Triple attention and global reasoning Siamese networks for visual tracking	3
Centroid-based graph matching networks for planar object tracking	3
Unsupervised single-shot depth estimation using perceptual reconstruction	3
Real-time pedestrian pose estimation, tracking and localization for social distancing	3
Using synthesized facial views for active face recognition	3
A high-level feature channel attention UNet network for cholangiocarcinoma segmentation from microscopy hyperspectral images	3
Alternate guidance network for boundary-aware camouflaged object detection	3
Multi-view subspace clustering with Kronecker-basis-representation-based tensor sparsity measure	3
The effect of camera settings on image noise and accuracy of subpixel image registration	3
Accurate IoU computation for rotated bounding boxes in $${\mathbb {R}}^2$$ and $${\mathbb {R}}^3$$	3
Feature refinement with multi-level context for object detection	3
Detection of inclusion by using 3D laser scanner in composite prepreg manufacturing technique using convolutional neural networks	2
Wavelet and PCA-based glaucoma classification through novel methodological enhanced retinal images	2
Classification of materials using a pulsed time-of-flight camera	2
Interaction semantic segmentation network via progressive supervised learning	2
Global-guided cross-reference network for co-salient object detection	2
Multi-view damage inspection using single-view damage projection	2
Performance benchmark of deep learning human pose estimation for UAVs	2
IoU-aware feature fusion R-CNN for dense object detection	2
Shape description losses for medical image segmentation	2
Improving visual odometry pipeline with feedback from forward and backward motion estimates	2
FFA-Net: fast feature aggregation network for 3D point cloud segmentation	2
Edge missing image inpainting with compression–decompression network in low similarity images	2
Guest editorial: special issue on human pose estimation and its applications	2
Cancelable face recognition using phase retrieval and complex principal component analysis network	2
UP-Net: unique keyPoint description and detection net	2
ICE-GCN: An interactional channel excitation-enhanced graph convolutional network for skeleton-based action recognition	2
Designing effective power law-based loss function for faster and better bounding box regression	2
A deep Retinex network for underwater low-light image enhancement	2
Randomized nonlinear two-dimensional principal component analysis network for object recognition	2
Family classification and kinship verification from facial images in the wild	2
Occlusion recovery face recognition based on information reconstruction	2
Probabilistic multi-modal depth estimation based on camera–LiDAR sensor fusion	2
Local instance and context dictionary-based detection and localization of abnormalities	2
A camera style-invariant learning and channel interaction enhancement fusion network for visible-infrared person re-identification	2
Dynamic scene blind image deblurring based on local and non-local features	2
Adaptive superpixel-based multi-object pedestrian recognition	2
Multi-atlas subcortical segmentation: an orchestration of 3D fully convolutional network and generalized mixture function	2
Correction: Unsupervised single-shot depth estimation using perceptual reconstruction	2
Efficient abnormality detection using patch-based 3D convolution with recurrent model	2
Multi-focus image fusion based on unsupervised learning	2
AP-TransNet: a polarized transformer based aerial human action recognition framework	2
TsanKit: artificial intelligence for solder ball head-in-pillow defect inspection	2
Adversarial structured prediction for domain-adaptive semantic segmentation	2
Vision-based approach to assess performance levels while eating	2
Motion-aware ensemble of three-mode trackers for unmanned aerial vehicles	2
Camera and inertial sensor fusion for the PnP problem: algorithms and experimental results	2
Superpixel-based foreground-preserving image stitching	2
A dual progressive strategy for long-tailed visual recognition	2
Siamese tracker with temporal information based on transformer-like feature fusion mechanism	2
YOLOMH: you only look once for multi-task driving perception with high efficiency	2
An unsupervised approach for thermal to visible image translation using autoencoder and generative adversarial network	2
Demographic attribute estimation in face videos combining local information and quality assessment	1
A fast anchor-based graph-regularized low-rank representation approach for large-scale subspace clustering	1
Parametric loss-based super-resolution for scene text recognition	1
Identification of facial skin diseases from face phenotypes using FSDNet in uncontrolled environment	1
Learnable spatiotemporal feature pyramid for prediction of future optical flow in videos	1
ET-PointPillars: improved PointPillars for 3D object detection based on optimized voxel downsampling	1
FESAR: SAR ship detection model based on local spatial relationship capture and fused convolutional enhancement	1
A method for high dynamic range 3D color modeling of objects through a color camera	1
Towards scanning electron microscopy image denoising: a state-of-the-art overview, benchmark, taxonomies, and future direction	1
Unsupervised anomaly detection via knowledge distillation with non-directly-coupled student block fusion	1
Obs-tackle: an obstacle detection system to assist navigation of visually impaired using smartphones	1
A novel method for 3D knee anatomical landmark localization by combining global and local features	1
A pixel and channel enhanced up-sampling module for biomedical image segmentation	1
A gradient fusion-based image data augmentation method for reflective workpieces detection under small size datasets	1
Evolution algorithm of parametric active contour model based on Gaussian smoothing filter	1
Consensus similarity learning based on tensor nuclear norm	1
Text-driven object affordance for guiding grasp-type recognition in multimodal robot teaching	1
Development of a robust cascaded architecture for intelligent robot grasping using limited labelled data	1
Paired-D++ GAN for image manipulation with text	1
Deep-plane sweep generative adversarial network for consistent multi-view depth estimation	1