Machine Vision and Applications

Papers
(The median citation count of Machine Vision and Applications is 1. 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 2021-10-01 to 2025-10-01.)
ArticleCitations
End-to-end unsupervised learning of latent-space clustering for image segmentation via fully dense-UNet and fuzzy C-means loss116
A method for high dynamic range 3D color modeling of objects through a color camera65
Text-driven object affordance for guiding grasp-type recognition in multimodal robot teaching63
Development of a robust cascaded architecture for intelligent robot grasping using limited labelled data55
Class-aware cross-domain target detection based on cityscape in fog38
Real estate pricing prediction via textual and visual features36
Non-contact SpO2 monitoring via multi-channel pulse signals from facial videos using machine learning35
ECM: arbitrary style transfer via Enhanced-Channel Module32
DMU-Net: a dual stream multi-scale U-Net for image splicing forgery localization30
A hybrid overlapping group sparsity denoising model with fractional-order total variation and non-convex regularizer30
Medtransnet: advanced gating transformer network for medical image classification30
StyleDemorpher: high-quality face demorphing via StyleGAN2’s latent space29
Triple attention and global reasoning Siamese networks for visual tracking28
Obs-tackle: an obstacle detection system to assist navigation of visually impaired using smartphones27
Global-guided cross-reference network for co-salient object detection23
Motion-region annotation for complex videos via label propagation across occluders18
Enforced clustering for zero-to-one-shot texture anomaly detection18
Editing implicit and explicit representations of radiance fields: a survey17
Innovative surface roughness detection method based on white light interference images17
A motion direction detecting model for colored images based on the Hassenstein–Reichardt model16
A stereo vision SLAM with moving vehicles tracking in outdoor environment16
Loid: lane occlusion inpainting and detection for enhanced autonomous driving systems16
Using breast density for hybrid region and pixel-level loss function15
MSPKD: multi spatial projectors for knowledge distillation in semantic segmentation15
L-VAE: variational auto-encoder with learnable beta for disentangled representation14
Specular Surface Detection with Deep Static Specular Flow and Highlight14
A multi-modal framework for continuous and isolated hand gesture recognition utilizing movement epenthesis detection14
Alternate guidance network for boundary-aware camouflaged object detection14
CGA-Net: channel-wise gated attention network for improved super-resolution in remote sensing imagery14
Ubiquitous vision of transformers for person re-identification14
Real-World super-resolution under the guidance of optimal transport13
Generalized few-shot learning under large scope by using episode-wise regularizing imprinting12
AFC-Net: adjacent feature complementary for crowded pedestrian detection12
Correction: Unsupervised single-shot depth estimation using perceptual reconstruction12
Discriminant distance template matching for image recognition11
Kernel based local matching network for video object segmentation11
Axes-aligned non-linear optimized PnP algorithm11
Modeling driving task-relevant attention for intelligent vehicles using triplet ranking11
Generation of realistic synthetic cable images to train deep learning segmentation models11
Enhanced hyperspectral image reconstruction via parallel 2D/3D convolution with global layer purification and multiscale pooling fusion10
CAMTrack: a combined appearance-motion method for multiple-object tracking10
Online continual learning with saliency-guided experience replay using tiny episodic memory10
Novel Cauchy mixture modeling combined with the Sparse-RCNN architecture for enhanced multi-person pose estimation10
3D face parsing based on 2D CPFNet: conformal parameterized face parsing network10
A dual progressive strategy for long-tailed visual recognition10
RPIM-net: residual channel prior-driven interaction multi-scale network for stereo image deraining10
Improving knowledge distillation via pseudo-multi-teacher network10
Two-stage structural information enhancement for source-free domain adaptation10
LDNet: low-light image enhancement with joint lighting and denoising10
Traversing the subspace of adversarial patches9
Generating comprehensive scene graphs with integrated multiple attribute detection9
Camera-based mapping in search-and-rescue via flying and ground robot teams9
Twinned attention network for occlusion-aware facial expression recognition9
GOA-net: generic occlusion aware networks for visual tracking8
EAF-Net: an enhancement and aggregation–feedback network for RGB-T salient object detection8
Multi-scale convolution underwater image restoration network8
IoU-aware feature fusion R-CNN for dense object detection8
Correction: Real estate pricing prediction via textual and visual features8
Shape description losses for medical image segmentation8
Explainable interactive projections of images8
Fusing bilinear multi-channel gated vector for fine-grained classification8
Shape related unknown object one-shot learning grasping8
MÆIDM: multi-scale anomaly embedding inpainting and discrimination for surface anomaly detection8
Adversarial imitation learning-based network for category-level 6D object pose estimation8
Cross-validation of a semantic segmentation network for natural history collection specimens8
OmniGlasses: an optical aid for stereo vision CNNs to enable omnidirectional image processing8
Thin section analysis for ceramic petrography using motion analysis and segmentation techniques8
A camera style-invariant learning and channel interaction enhancement fusion network for visible-infrared person re-identification8
Automatic cables segmentation from a substation device based on 3D point cloud7
Attention-based global context network for driving maneuvers prediction7
DisRot: boosting the generalization capability of few-shot learning via knowledge distillation and self-supervised learning7
X-Align++: cross-modal cross-view alignment for Bird’s-eye-view segmentation7
Pakistan sign language recognition: leveraging deep learning models with limited dataset7
Clarity method of fog and dust image in fully mechanized mining face7
Real-time pedestrian pose estimation, tracking and localization for social distancing7
YG-SLAM: dynamic environment-based geometric constraint point-line fusion visual SLAM system7
Deep-plane sweep generative adversarial network for consistent multi-view depth estimation7
Chfnet: a coarse-to-fine hierarchical refinement model for monocular depth estimation7
Audio-visual localization based on spatial relative sound order7
An adaptive interpolation and 3D reconstruction algorithm for underwater images7
Pattern recognition methodologies for pollen grain image classification: a survey7
Integrating visual-semantic relational reasoning for fake news detection on video platforms7
Evolution algorithm of parametric active contour model based on Gaussian smoothing filter7
A comprehensive survey on SLAM and machine learning approaches for indoor autonomous navigation of mobile robots7
An anisotropic non-local attention network for image segmentation7
An efficient ground segmentation approach for LiDAR point cloud utilizing adjacent grids7
Kinematic calibration of a hexapod robot based on monocular vision6
Environmental factors-aware two-stream GCN for skeleton-based behavior recognition6
Meta-learning enhanced global–local feature fusion for image quality assessment6
Actions as points: a simple and efficient detector for skeleton-based temporal action detection6
A dual-path U-Net for pulmonary vessel segmentation method based on lightweight 3D attention6
Boosting few-shot learning via selective patch embedding by comprehensive sample analysis6
Enhanced normal estimation of point clouds via fine-grained geometric information learning6
Identification of facial skin diseases from face phenotypes using FSDNet in uncontrolled environment6
Mobgazenet: robust gaze estimation mobile network based on progressive attention mechanisms6
Parametric loss-based super-resolution for scene text recognition6
A novel multi-feature fusion deep neural network using HOG and VGG-Face for facial expression classification6
Welding splash and arc noise reduction imaging model based on computationally efficient pairwise response serving welding process library6
Distortion diminishing with vulnerability filters pruning6
Tensor-guided learning for image denoising using anisotropic PDEs6
Lesion-aware attention with neural support vector machine for retinopathy diagnosis6
Semi-supervised metric learning incorporating weighted triplet constraint and Riemannian manifold optimization for classification6
Multi-planar geometry and latent image recovery from a single motion-blurred image5
Guest editorial: special issue on human pose estimation and its applications5
PTDS CenterTrack: pedestrian tracking in dense scenes with re-identification and feature enhancement5
Residual shuffle attention network for image super-resolution5
Multiple object tracking using weighted graph convolutional neural networks5
Regional filtering distillation for object detection5
ConsInstancy: learning instance representations for semi-supervised panoptic segmentation of concrete aggregate particles5
Saliency detection based on color descriptor and high-level prior5
Robust semantic segmentation method of urban scenes in snowy environment5
Cascaded attention-guided multi-granularity feature learning for person re-identification5
Quality assessment of synthetic images via spatial distortion recognition5
A review of adaptable conventional image processing pipelines and deep learning on limited datasets5
Tree-managed network ensembles for video prediction5
VGT-MOT: visibility-guided tracking for online multiple-object tracking5
Block-recurrent visual transformer for enhanced human detection in thermal imaging5
Text-to-face synthesis based on facial landmarks prediction5
Logit scaling for out-of-distribution detection5
TFF-temporal fusion framework for advancing video retrieval through long-range dependencies and multi-modal intent5
Residual feature learning with hierarchical calibration for gaze estimation4
Beyond Kalman filters: deep learning-based filters for improved object tracking4
Fine-grained 3D vehicle shape manipulation via latent space editing4
Human pose estimation based on lightweight basicblock4
Naturally constrained reject option classification4
Accelerated fixed-point iterations for image deblurring and defiltering4
Superpixel-based foreground-preserving image stitching4
Real-time 3D reconstruction using point-dependent pose graph optimization framework4
Structure–texture decomposition-based dehazing of a single image with large sky area4
Mitigating adversarial perturbations via weakly supervised object location and regions recombination4
Symmetry-induced ambiguity in orientation estimation from RGB images4
Toward phytoplankton parasite detection using autoencoders4
BiTransformer: augmenting semantic context in video captioning via bidirectional decoder4
YOLOMH: you only look once for multi-task driving perception with high efficiency4
Local region-learning modules for point cloud classification4
React: recognize every action everywhere all at once4
An image quality assessment method based on edge extraction and singular value for blurriness4
CCTV-Calib: a toolbox to calibrate surveillance cameras around the globe4
Self-attention network for few-shot learning based on nearest-neighbor algorithm4
Removing cloud shadows from ground-based solar imagery4
Optimized hand pose estimation CrossInfoNet-based architecture for embedded devices4
Delaunay walk for fast nearest neighbor: accelerating correspondence matching for ICP4
FLAVR: flow-free architecture for fast video frame interpolation4
Swin transformer with part-level tokenization for occluded person re-identification4
A collaborative SLAM method for dual payload-carrying UAVs in denied environments4
Unsupervised single-shot depth estimation using perceptual reconstruction4
Personvit: large-scale self-supervised vision transformer for person re-identification4
SiamCAR-Kal: anti-occlusion tracking algorithm for infrared ground targets based on SiamCAR and Kalman filter4
Vision-based power line cables and pylons detection for low flying aircraft4
RCA-IUnet: a residual cross-spatial attention-guided inception U-Net model for tumor segmentation in breast ultrasound imaging3
FERGCN: facial expression recognition based on graph convolution network3
The general framework for few-shot learning by kernel HyperNetworks3
A zero-shot anomaly detection method based on learnable text query3
Ising granularity image analysis on VAE–GAN3
Wavelet and PCA-based glaucoma classification through novel methodological enhanced retinal images3
Hierarchical contrastive adaptation for cross-domain object detection3
Unsupervised domain adaptation by cross-domain consistency learning for CT body composition3
Ssman: self-supervised masked adaptive network for 3D human pose estimation3
MYFED: a dataset of affective face videos for investigation of emotional facial dynamics as a soft biometric for person identification3
Contextual Guided Segmentation Framework for Semi-supervised Video Instance Segmentation3
Bidirectional cascaded multimodal attention for multiple choice visual question answering3
Ipdm: identity preserving diffusion model for face sketch and photo synthesis3
Entangled appearance and motion structures network for multi-object tracking and segmentation3
ViCap-AD: video caption-based weakly supervised video anomaly detection3
Multimodal dance style transfer3
Supervised contrastive learning with multi-scale interaction and integrity learning for salient object detection3
FESAR: SAR ship detection model based on local spatial relationship capture and fused convolutional enhancement3
Online camera auto-calibration appliable to road surveillance3
Addressing the generalization of 3D registration methods with a featureless baseline and an unbiased benchmark3
Consensus similarity learning based on tensor nuclear norm3
CMNet: a novel model and design rationale based on comparison studies and synergy of CNN and MetaFormer3
A lightweight and generalizable detection enhancement method using segmentation feedback3
Knowledge-based hybrid connectionist models for morphologic reasoning3
Spatial-temporal graph-guided global attention network for video-based person re-identification3
Pixel representations, sampling, and label correction for semantic part detection3
A robust vehicle tracking in low-altitude UAV videos3
Normalized margin loss for action unit detection3
Gait recognition using free-area transformer networks3
A deep Retinex network for underwater low-light image enhancement3
Enhanced keypoint information and pose-weighted re-ID features for multi-person pose estimation and tracking3
Multi-person 3D pose estimation from unlabelled data3
SNFR: salient neighbor decoding and text feature refining for scene text recognition3
Unsupervised learning of probabilistic subspaces for multi-spectral and multi-temporal image-based disaster mapping2
Rocnet: 3D robust registration of points clouds using deep learning2
Human–object interaction detection based on disentangled axial attention transformer2
An annotated image database of building facades categorized into land uses for object detection using deep learning2
SGBGAN: minority class image generation for class-imbalanced datasets2
3D multi-object tracking based on parallel multimodal data association2
Exploring filter placement in convolutional layer topologies based on ResNet for image classification2
Motioninsights: real-time object tracking in streaming video2
Multimodal fine-grained grocery product recognition using image and OCR text2
Dyna-MSDepth: multi-scale self-supervised monocular depth estimation network for visual SLAM in dynamic scenes2
High-efficiency automated triaxial robot grasping system for motor rotors using 3D structured light sensor2
Semantic scene upgrades for trajectory prediction2
Wide-baseline multi-camera calibration from a room filled with people2
Editor’s Note: Special Issue on Advances in Visual Computing 20232
Similarity contrastive estimation for image and video soft contrastive self-supervised learning2
Improving visual odometry pipeline with feedback from forward and backward motion estimates2
Cmf-transformer: cross-modal fusion transformer for human action recognition2
Discriminative feature learning through feature distance loss2
Position Puzzle Network and Augmentation: localizing human keypoints beyond the bounding box2
Continuous sign language recognition based on motor attention mechanism and frame-level self-distillation2
MFMANet: a multispectral pedestrian detection network using multi-resolution RGB feature reuse with multi-scale FIR attentions2
Exploring the potential of deep learning techniques for analyzing athlete movements in competitive athletics sports2
A comprehensive overview of deep learning techniques for 3D point cloud classification and semantic segmentation2
Efficient abnormality detection using patch-based 3D convolution with recurrent model2
Dynamically throttleable neural networks2
Synergizing LiDAR and Augmented Reality for precise real-time interior distance measurements for mobile devices2
A global activated feature pyramid network for tiny pest detection in the wild2
Multi-scene low-light remote physiological measurement database2
Interpretability of fingerprint presentation attack detection systems: a look at the “representativeness” of samples against never-seen-before attacks2
Pothole segmentation and area estimation with thermal imaging using deep neural networks and unmanned aerial vehicles2
Zero-shot action recognition by clustered representation with redundancy-free features2
Group attention retention network for co-salient object detection2
Region gradient-guided diffusion model for underwater image enhancement2
Synergetic proto-pull and reciprocal points for open set recognition2
Material classification of polishing and convex surface objects based on photon accumulation point spread function (PAPSF) from imaging model of binocular pulsed time-of-flight camera2
FDT − Dr2T: a unified Dense Radiology Report Generation Transformer framework for X-ray images2
Multi-level receptive field feature reuse for multi-focus image fusion2
Interpretable visual transmission lines inspections using pseudo-prototypical part network2
Few-shot object detection via data augmentation and distribution calibration2
Generating quality grasp rectangle using Pix2Pix GAN for intelligent robot grasping2
Using synthesized facial views for active face recognition2
Utilizing incremental branches on a one-stage object detection framework to avoid catastrophic forgetting2
Trusted 3D self-supervised representation learning with cross-modal settings2
Learning more discriminative local descriptors with parameter-free weighted attention for few-shot learning2
Active perception based on deep reinforcement learning for autonomous robotic damage inspection2
That’s BAD: blind anomaly detection by implicit local feature clustering2
Pixel-wise confidence estimation for segmentation in Bayesian Convolutional Neural Networks2
Self-supervised monocular depth estimation via joint attention and intelligent mask loss2
Virtual home staging and relighting from a single panorama under natural illumination2
Multi-core token mixer: a novel approach for underwater image enhancement2
Foreground enhancement network for object detection in sonar images2
Adversarial learning for unguided single depth map completion of indoor scenes1
MACS2_Net: a stochastic depth with antialiasing on an optimized multipath convolutional-SqueezeNet framework for facial emotion recognition1
Estimating human body orientation from image depth data and its implementation1
Persistent animal identification leveraging non-visual markers1
Semantic convolutional features for face detection1
Convolutional neural network-based cross-corpus speech emotion recognition with data augmentation and features fusion1
Effective triplet mining improves training of multi-scale pooled CNN for image retrieval1
Automated diagnosis of diverse coffee leaf images through a stage-wise aggregated triple deep convolutional neural network1
IAFPN: interlayer enhancement and multilayer fusion network for object detection1
Global attention guided multi-scale network for face image super-resolution1
SR-BigGAN: lightweight image super-resolution with priors1
AP-TransNet: a polarized transformer based aerial human action recognition framework1
Projection model-driven image stitching: a novel warping method using epipolar displacement field1
WideCaps: a wide attention-based capsule network for image classification1
A concept-aware explainability method for convolutional neural networks1
LTM: efficient learning with triangular topology constraint for feature matching with heavy outliers1
Keyframe-based RGB-D dense visual SLAM fused semantic cues in dynamic scenes1
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