Computer Vision and Image Understanding

Article	Citations
Luminance prior guided Low-Light 4C catenary image enhancement	320
Editorial Board	252
Efficient cross-information fusion decoder for semantic segmentation	123
3D semantic segmentation based on spatial-aware convolution and shape completion for augmented reality applications	113
Robust Teacher: Self-correcting pseudo-label-guided semi-supervised learning for object detection	100
Editorial Board	100
Improving the planarity and sharpness of monocularly estimated depth images using the Phong reflection model	93
Editorial Board	85
Exploring using jigsaw puzzles for out-of-distribution detection	74
Extending function mixture network for improved spectral super-resolution	54
MATTE: Multi-task multi-scale attention	52
Editorial Board	47
Editorial Board	45
Modality adaptation via feature difference learning for depth human parsing	40
Feature reconstruction and metric based network for few-shot object detection	38
Exploring the differences in adversarial robustness between ViT- and CNN-based models using novel metrics	38
Emerging image generation with flexible control of perceived difficulty	37
Lightweight feature point detection network with channel enhancement	37
Convolutional neural network framework for deepfake detection: A diffusion-based approach	35
Deducing health cues from biometric data	35
REST: A resolution preserving network for photorealistic style transfer via semantic distillation	35
CRML-Net: Cross-Modal Reasoning and Multi-Task Learning Network for tooth image segmentation	35
Twin-SegNet: Dynamically coupled complementary segmentation networks for generalized medical image segmentation	34
RetSeg3D: Retention-based 3D semantic segmentation for autonomous driving	34
Siamese self-supervised learning for fine-grained visual classification	33

PConvSRGAN: Real-world super-resolution reconstruction with pure convolutional networks	32
RelFormer: Advancing contextual relations for transformer-based dense captioning	32
Editorial Board	31
GaitBranch: A multi-branch refinement model combined with frame-channel attention mechanism for gait recognition	31
Improved Short-term Dense Bottleneck network for efficient scene analysis	30
Editorial Board	30
Robust detection of dehazed images via dual-stream CNNs with adaptive feature fusion	29
SIERRA: A robust bilateral feature upsampler for dense prediction	28
Iterative Caption Generation with Heuristic Guidance for enhancing knowledge-based visual question answering	28
3D object feature extraction and classification using 3D MF-DFA	28
View-aligned pixel-level feature aggregation for 3D shape classification	27
Feature preserving 3D mesh denoising with a Dense Local Graph Neural Network	27
CCNeXt: An effective self-supervised stereo depth estimation approach	26
Syntactically and semantically enhanced captioning network via hybrid attention and POS tagging prompt	25
Hi-ROS: Open-source multi-camera sensor fusion for real-time people tracking	25
Implicit and explicit commonsense for multi-sentence video captioning	25
Reverse Stable Diffusion: What prompt was used to generate this image?	24
SDC-Net: A novel selective dilated convolution network for medical images segmentation	24
Adaptive CNN filter pruning using global importance metric	24
Embedding AI ethics into the design and use of computer vision technology for consumer’s behaviour understanding	23
Attribute-guided Relevance Propagation for interpreting image classifier based on Deep Neural Networks	22
Towards efficient image and video style transfer via distillation and learnable feature transformation	22
Lightning fast video anomaly detection via multi-scale adversarial distillation	21
Continuous fake media detection: Adapting deepfake detectors to new generative techniques	21
When super-resolution meets camouflaged object detection: A comparison study	21
Extensions in channel and class dimensions for attention-based knowledge distillation	21
Pseudo initialization based Few-Shot Class Incremental Learning	21
Other tokens matter: Exploring global and local features of Vision Transformers for Object Re-Identification	20
Online real-time pedestrian tracking from medium altitude aerial footage with camera motion cancellation	20
Unsupervised real image super-resolution via knowledge distillation network	19
An efficient direct solution of the perspective-three-point problem	19
Learning spectral transform for 3D human motion prediction	19
Self-supervised network for low-light traffic image enhancement based on deep noise and artifacts removal	19
Lv-Adapter: Adapting Vision Transformers for Visual Classification with Linear-layers and Vectors	19
Editorial Board	18
Editorial Board	18
Dissected 3D CNNs: Temporal skip connections for efficient online video processing	18
M3	17
Enhanced dual contrast representation learning with cell separation and merging for breast cancer diagnosis	17
Enhanced discriminative graph convolutional network with adaptive temporal modelling for skeleton-based action recognition	17
Dynamic deep multi-label image data augmentation based on self-paced learning	17
UniMultNet: Action recognition method based on multi-scale feature fusion and video-text constraint guidance	17
Hallucinating uncertain motion and future for static image action recognition	17
Uncertainty estimation using boundary prediction for medical image super-resolution	16
TFUT: Task fusion upward transformer model for multi-task learning on dense prediction	16
SSDA-YOLO: Semi-supervised domain adaptive YOLO for cross-domain object detection	15
Hexagonal mesh-based neural rendering for real-time rendering and fast reconstruction	15
A multi-view-CNN framework for deep representation learning in image classification	15
CTM: Cross-time temporal module for fine-grained action recognition	15
Global key knowledge distillation framework	14

A robust kinship verification scheme using face age transformation	14
Few-shot Medical Image Segmentation via Boundary-extended Prototypes and Momentum Inference	14
Multi-dimensional attention-aided transposed ConvBiLSTM network for hyperspectral image super-resolution	14
Scribble-based complementary graph reasoning network for weakly supervised salient object detection	14
Real-time distributed video analytics for privacy-aware person search	14
SPSC-Net: Shared parallel space-channel attention mechanism transformer network for cell sequence image segmentation	14
Transformed ROIs for capturing visual transformations in videos	14
Sketch-based 3D shape retrieval via teacher–student learning	14
MOSAIC: A multi-view 2.5D organ slice selector with cross-attentional reasoning for anatomically-aware CT localization in medical organ segmentation	14
MLGPnet: Multi-granularity neural network for 3D shape recognition using pyramid data	13
Editorial Board	13
BasicTAD: An astounding RGB-Only baseline for temporal action detection	13
Multi-view cognition with path search for one-shot part labeling	13
Attention-induced semantic and boundary interaction network for camouflaged object detection	13
Semantic-driven diffusion for sign language production with gloss-pose latent spaces alignment	13
The shading isophotes: Model and methods for Lambertian planes and a point light	13
Learning representational invariances for data-efficient action recognition	13
SHOWMe: Robust object-agnostic hand-object 3D reconstruction from RGB video	13
A dynamic hybrid network with attention and mamba for image captioning	13
Casting a BAIT for offline and online source-free domain adaptation	13
Space–time recurrent memory network	13
α-EGAN:	13
Deep parametric Retinex decomposition model for low-light image enhancement	13
Ensemble learning-based method for maritime background subtraction in open sea environments	13
TCLR: Temporal contrastive learning for video representation	13
Extending class activation mapping using Gaussian receptive field	12
3D Pose Nowcasting: Forecast the future to improve the present	12
Tensor robust PCA with nonconvex and nonlocal regularization	12
MASK_LOSS guided non-end-to-end image denoising network based on multi-attention module with bias rectified linear unit and absolute pooling unit	12
Multiscale Spatio-Temporal Fusion Network for video dehazing	12
A LLM-guided hybrid Mamba-Transformer architecture for part-to-whole motion synthesis	12
Semi-supervised Cycle-GAN for face photo-sketch translation in the wild	12
Rethink arbitrary style transfer with transformer and contrastive learning	12
For a semiotic AI: Bridging computer vision and visual semiotics for computational observation of large scale facial image archives	12
Quantifying model uncertainty for semantic segmentation of Fluorine-19 MRI using stochastic gradient MCMC	12
XLITE-Unet: Extremely Light and Efficient Deep learning architecture with selective atrous and axial depthwise convolution for image segmentation	12
Combinational sign language recognition	12
Real-time fusion of stereo vision and hyperspectral imaging for objective decision support during surgery	12
STURE: Spatial–Temporal Mutual Representation Learning for robust data association in online multi-object tracking	11
VIDF-Net: A Voxel-Image Dynamic Fusion method for 3D object detection	11
Feature-aligned distillation for dense object detection via refined semantic guidance and distribution consistency	11
Semantic manipulation through the lens of Geometric Algebra	11
A multi camera unsupervised domain adaptation pipeline for object detection in cultural sites through adversarial learning and self-training	11
GSNNet: Group semantic-guided neighbor interaction network for co-salient object detection	11
EPDiff: Enhancing Prior-guided Diffusion model for Real-world Image Super-Resolution	11
Comprehensive regional guidance for attention map semantics in text-to-image diffusion models	11
Local Consistency Guidance: Personalized Stylization Method of Face Video	11
Accurate depth image generation via overfit training of point cloud registration using local frame sets	11
To make yourself invisible with Adversarial Semantic Contours	11
Edge-aware graph reasoning network for image manipulation localization	11
Dual cross-enhancement network for highly accurate dichotomous image segmentation	11
FAR-AMTN: Attention Multi-Task Network for Face Attribute Recognition	11
Facial landmark points detection using knowledge distillation-based neural networks	11
Distributed multi-target tracking and active perception with mobile camera networks	10
GradPaint: Gradient-guided inpainting with diffusion models	10
Survey on fast dense video segmentation techniques	10
Deep learning-based estimation of whole-body kinematics from multi-view images	10
DM-Align: Leveraging the power of natural language instructions to make changes to images	10
LightSOD: Towards lightweight and efficient network for salient object detection	10
Generalized prompt-driven zero-shot domain adaptive segmentation with feature rectification and semantic modulation	10
4DHumanOutfit: A multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements	10
An effective CNN and Transformer fusion network for camouflaged object detection	10
Robust attention ranking architecture with frequency-domain transform to defend against adversarial samples	10
Periocular biometrics and its relevance to partially masked faces: A survey	9
Real-world efficient fall detection: Balancing performance and complexity with FDGA workflow	9
Editorial Board	9
Adaptive gradients and weight projection based on quantized neural networks for efficient image classification	9
View consistency aware holistic triangulation for 3D human pose estimation	9
FAM: Improving columnar vision transformer with feature attention mechanism	9
Underwater image quality evaluation via deep meta-learning: Dataset and objective method	9
Constructing adaptive spatial-frequency interactive network with bi-directional adapter for generalizable face forgery detection	9
Lifelong visible–infrared person re-identification via replay samples domain-modality-mix reconstruction and cross-domain cognitive network	9
Bidirectional brain image translation using transfer learning from generic pre-trained models	9
Bi-granularity balance learning for long-tailed image classification	9
LocoGAN — Locally convolutional GAN	9
Semantically accurate super-resolution Generative Adversarial Networks	9
Discriminative object tracking by domain contrast	9
Minimum error adaptive RGB calibration in a context of colorimetric uncertainty for cultural heritage preservation	9
Learning rotation equivalent scene representation from instance-level semantics: A novel top-down perspective	9
UATST: Towards unpaired arbitrary text-guided style transfer with cross-space modulation	9

Evaluating the effect of image quantity on Gaussian Splatting: A statistical perspective	9
AWADA: Foreground-focused adversarial learning for cross-domain object detection	9
Editorial Board	9
Context perturbation: A Consistent alignment approach for Domain Adaptive Semantic Segmentation	9
Self-supervision & meta-learning for one-shot unsupervised cross-domain detection	9
Certifiable algorithms for the two-view planar triangulation problem	9
Adaptive semantic guidance network for video captioning	9
On the coherency of quantitative evaluation of visual explanations	9
Exploring black-box adversarial attacks on Interpretable Deep Learning Systems	9
MKP-Net: Memory knowledge propagation network for point-supervised temporal action localization in livestreaming	8
Editorial Board	8
MDC-Net: Multi-domain constrained kernel estimation network for blind image super resolution	8
Adaptive feature denoising based deep convolutional network for single image super-resolution	8
EFSCNN: Encoded Feature Sphere Convolution Neural Network for fast non-rigid 3D models classification and retrieval	8
CMGNet: Collaborative multi-modal graph network for video captioning	8
Joint coupled dictionaries-based visible-infrared image fusion method via texture preservation structure in sparse domain	8
Incorporating degradation estimation in light field spatial super-resolution	8
MAL-Net: Multiscale Attention Link Network for accurate eye center detection	8
Certifiable planar relative pose estimation with gravity prior	8
Disentangled generation network for enlarged license plate recognition and a unified dataset	8
S2DNet: A self-supervised deraining network using monocular videos	8
Adversarial Style Mixup and Improved Temporal Alignment for Cross-Domain Few-Shot Action Recognition	8
Light-weight shadow detection via GCN-based annotation strategy and knowledge distillation	8
MFCT: Multi-Frequency Cascade Transformers for no-reference SR-IQA	8
Self-supervised vision transformers for semantic segmentation	8
Multi-person 3D pose estimation from a single image captured by a fisheye camera	8
SASFNet: Soft-edge awareness and spatial-attention feedback deep network for blind image deblurring	8
Constituent Attention for Vision Transformers	8
Editorial Board	8
Editorial Board	8
Exploring joint embedding predictive architectures for pretraining convolutional neural networks	8
Lightweight cross-modal transformer for RGB-D salient object detection	8
An image denoising method based on the nonlinear Schrödinger equation and spectral subband decomposition	8
NeRFtrinsic Four: An end-to-end trainable NeRF jointly optimizing diverse intrinsic and extrinsic camera parameters	8
Opti-CAM: Optimizing saliency maps for interpretability	8
A closer look at branch classifiers of multi-exit architectures	8
Made-In: An immersive human-in-the-loop analytics platform for enhancing creative processes in fashion	8
Dual adversarial model: Exploring low-dimensional space features for point clouds generating and completing	7
Editorial Board	7
Human skeletons and change detection for efficient violence detection in surveillance videos	7
Editorial Board	7
TEMSA:Text enhanced modal representation learning for multimodal sentiment analysis	7
Blur aware metric depth estimation with multi-focus plenoptic cameras	7
Modality mixer exploiting complementary information for multi-modal action recognition	7
Domain adaptive multigranularity proposal network for text detection under extreme traffic scenes	7
A vector quantized masked autoencoder for audiovisual speech emotion recognition	7
Editorial Board	7
Plug-and-Play video super-resolution using edge-preserving filtering	7
Brain tumor image segmentation based on shuffle transformer-dynamic convolution and inception dilated convolution	7
: Localized text prompt refinement for zero-shot referring image segmentation	7
IP-CAM: Class activation mapping based on importance weights and principal-component weights for better and simpler visual explanations	7
Channel-aware feature mining network for Visible–Infrared Person Re-identification	7
Invisible backdoor attack with attention and steganography	7
Continual learning on 3D point clouds with random compressed rehearsal	7
Leaf cultivar identification via prototype-enhanced learning	7
Multimodal transformer–diffusion framework for large-scale reconstruction of soccer tracking data	7
Conditioning diffusion models via attributes and semantic masks for face generation	7
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation	7
Simultaneous image denoising and completion through convolutional sparse representation and nonlocal self-similarity	7
Discriminative semantic transitive consistency for cross-modal learning	7
Learning key lines for multi-object tracking	7
Improving rare relation inferring for scene graph generation using bipartite graph network	7
Distribution-aware contrastive learning for domain adaptation in 3D LiDAR segmentation	7
Spatial constraint for efficient semi-supervised video object segmentation	7
Cascading attention enhancement network for RGB-D indoor scene segmentation	7
Parametric kernels for artifact mitigation in patch-based image aggregation using generative models	7
Multimodal vs. unimodal approaches to uncertainty in 3D image segmentation under distribution shifts	7
Adaptive bias learning via gradient-based reweighting and constrained pruning for robust Visual Question Answering	7
Bypass network for semantics driven image paragraph captioning	7
Fourier analysis on robustness of graph convolutional neural networks for skeleton-based action recognition	7
Progressive multi-scale fusion network for RGB-D salient object detection	7
Dynamic mode decomposition via convolutional autoencoders for dynamics modeling in videos	7
BacklitNet: A dataset and network for backlit image enhancement	7
Addressing multiple salient object detection via dual-space long-range dependencies	7
Editorial Board	7
2.5D visual relationship detection	7
Visual object tracking: A survey	7
Sparse graph matching network for temporal language localization in videos	7
Font transformer for few-shot font generation	7
Efficient dual attention SlowFast networks for video action recognition	6
LAM-YOLO: Drones-based small object detection on lighting-occlusion attention mechanism YOLO	6
Scene-cGAN: A GAN for underwater restoration and scene depth estimation	6
A lightweight convolutional neural network-based feature extractor for visible images	6
A survey on bias in visual datasets	6
A configurable global context reconstruction hybrid detector for enhanced small object detection in UAV aerial imagery	6
MAEDAY: MAE for few- and zero-shot AnomalY-Detection	6
Multimodality-guided Visual-Caption Semantic Enhancement	6
DiffExplainer: Towards cross-modal global explanations with diffusion models	6
Recognizing facial expressions based on pyramid multi-head grid and spatial attention network	6
Multi-domain awareness for compressed deepfake videos detection over social networks guided by common mechanisms between artifacts	6
Attention-based multimodal image matching	6
CAFNet: Context aligned fusion for depth completion	6
Enhancing action recognition by leveraging the hierarchical structure of actions and textual context	6
UUD-Fusion: An unsupervised universal image fusion approach via generative diffusion model	6
Intrinsic image decomposition using physics-based cues and CNNs	6