Computer Vision and Image Understanding

Article	Citations
Luminance prior guided Low-Light 4C catenary image enhancement	410
Editorial Board	132
Editorial Board	121
Improving the planarity and sharpness of monocularly estimated depth images using the Phong reflection model	118
Editorial Board	107
Exploring using jigsaw puzzles for out-of-distribution detection	90
Extending function mixture network for improved spectral super-resolution	74
MATTE: Multi-task multi-scale attention	67
Efficient cross-information fusion decoder for semantic segmentation	56
Editorial Board	56
3D semantic segmentation based on spatial-aware convolution and shape completion for augmented reality applications	56
Lightweight feature point detection network with channel enhancement	56
Editorial Board	56
Emerging image generation with flexible control of perceived difficulty	55
Modality adaptation via feature difference learning for depth human parsing	53
QB-MOTR: A simple query bootstrapping end-to-end multi-object tracking method with transformer	52
Siamese self-supervised learning for fine-grained visual classification	47
Deducing health cues from biometric data	45
SNRD-Net: SNR-aware dual enhancement network for low-light images	45
RetSeg3D: Retention-based 3D semantic segmentation for autonomous driving	45
Twin-SegNet: Dynamically coupled complementary segmentation networks for generalized medical image segmentation	44
Spatial Sensitive Grad-CAM++: Towards High-Quality Visual Explanations for Object Detectors via Weighted Combination of Gradient Maps	43
REST: A resolution preserving network for photorealistic style transfer via semantic distillation	42
Vision-based mistake analysis in procedural activities: A review of advances and challenges	40
CRML-Net: Cross-Modal Reasoning and Multi-Task Learning Network for tooth image segmentation	40

JEMA: Joint Embedding of Multimodal and multi-view Alignment in human-centric embedding space for manufacturing	39
NaviFormer: Multimodal scene segmentation for assistive navigation	39
Exploring the differences in adversarial robustness between ViT- and CNN-based models using novel metrics	38
Robust Teacher: Self-correcting pseudo-label-guided semi-supervised learning for object detection	36
Feature reconstruction and metric based network for few-shot object detection	36
Convolutional neural network framework for deepfake detection: A diffusion-based approach	34
RelFormer: Advancing contextual relations for transformer-based dense captioning	32
Feature preserving 3D mesh denoising with a Dense Local Graph Neural Network	32
PConvSRGAN: Real-world super-resolution reconstruction with pure convolutional networks	31
Syntactically and semantically enhanced captioning network via hybrid attention and POS tagging prompt	30
Improved Short-term Dense Bottleneck network for efficient scene analysis	28
A lightweight and robust framework for small object detection in UAV imagery	28
Editorial Board	27
Iterative Caption Generation with Heuristic Guidance for enhancing knowledge-based visual question answering	27
CCNeXt: An effective self-supervised stereo depth estimation approach	27
Embedding AI ethics into the design and use of computer vision technology for consumer’s behaviour understanding	27
Editorial Board	26
SIERRA: A robust bilateral feature upsampler for dense prediction	26
View-aligned pixel-level feature aggregation for 3D shape classification	26
Hierarchical contrastive distillation: Bridging multi-level semantics for enhanced knowledge transfer	25
Adaptive CNN filter pruning using global importance metric	25
Implicit and explicit commonsense for multi-sentence video captioning	25
Towards efficient image and video style transfer via distillation and learnable feature transformation	25
GaitBranch: A multi-branch refinement model combined with frame-channel attention mechanism for gait recognition	25
Prompt-guided dual-path UNet with Mamba for medical image segmentation	24
Are Candidate Models Really Needed for Active Learning?	24
SDC-Net: A novel selective dilated convolution network for medical images segmentation	24
Redundancy-aware memory update for improved video object segmentation	24
Reverse Stable Diffusion: What prompt was used to generate this image?	24
3D object feature extraction and classification using 3D MF-DFA	23
M3A: A multimodal misinformation dataset for media authenticity analysis	22
Attribute-guided Relevance Propagation for interpreting image classifier based on Deep Neural Networks	22
Other tokens matter: Exploring global and local features of Vision Transformers for Object Re-Identification	22
Pseudo initialization based Few-Shot Class Incremental Learning	22
Hi-ROS: Open-source multi-camera sensor fusion for real-time people tracking	22
M-Control: Improving text–image consistency via Mask-Guided ControlNet	22
Lightning fast video anomaly detection via multi-scale adversarial distillation	22
Editorial Board	21
Lv-Adapter: Adapting Vision Transformers for Visual Classification with Linear-layers and Vectors	21
Learning spectral transform for 3D human motion prediction	21
Editorial Board	21
LARKED:A lightweight and reliable keypoint detection method for feature matching	20
Unsupervised real image super-resolution via knowledge distillation network	20
Dynamic deep multi-label image data augmentation based on self-paced learning	20
Extensions in channel and class dimensions for attention-based knowledge distillation	20
BARD: A Basketball Action Recognition Dataset for multi-label classification	20
Enhanced dual contrast representation learning with cell separation and merging for breast cancer diagnosis	20
TFUT: Task fusion upward transformer model for multi-task learning on dense prediction	20
Self-supervised network for low-light traffic image enhancement based on deep noise and artifacts removal	19
An efficient direct solution of the perspective-three-point problem	19

Continuous fake media detection: Adapting deepfake detectors to new generative techniques	19
Enhancing feature representation in Siamese networks for object tracking with ranking-based loss	19
Uncertainty estimation using boundary prediction for medical image super-resolution	19
A multi-view-CNN framework for deep representation learning in image classification	18
Ensemble learning-based method for maritime background subtraction in open sea environments	18
MOSAIC: Maximizing out-of-distribution sensitivity via aligned image classification	18
Hexagonal mesh-based neural rendering for real-time rendering and fast reconstruction	18
SSDA-YOLO: Semi-supervised domain adaptive YOLO for cross-domain object detection	18
UniMultNet: Action recognition method based on multi-scale feature fusion and video-text constraint guidance	18
A dynamic hybrid network with attention and mamba for image captioning	18
When super-resolution meets camouflaged object detection: A comparison study	18
Multi-dimensional attention-aided transposed ConvBiLSTM network for hyperspectral image super-resolution	17
Multi-view cognition with path search for one-shot part labeling	17
MOSAIC: A multi-view 2.5D organ slice selector with cross-attentional reasoning for anatomically-aware CT localization in medical organ segmentation	16
Indoor UAV navigation using event cameras and intermediate frame reconstruction	16
Few-shot Medical Image Segmentation via Boundary-extended Prototypes and Momentum Inference	16
SPSC-Net: Shared parallel space-channel attention mechanism transformer network for cell sequence image segmentation	16
Editorial Board	16
Statistical-driven adaptive data augmentation for single-domain generalized object detection	16
Casting a BAIT for offline and online source-free domain adaptation	15
A robust kinship verification scheme using face age transformation	15
BasicTAD: An astounding RGB-Only baseline for temporal action detection	15
Deep parametric Retinex decomposition model for low-light image enhancement	15
Global key knowledge distillation framework	15
SHOWMe: Robust object-agnostic hand-object 3D reconstruction from RGB video	15
CTM: Cross-time temporal module for fine-grained action recognition	15
Sketch-based 3D shape retrieval via teacher–student learning	15
Transformed ROIs for capturing visual transformations in videos	15
Scribble-based complementary graph reasoning network for weakly supervised salient object detection	14
Editorial Board	14
MLGPnet: Multi-granularity neural network for 3D shape recognition using pyramid data	14
Semantic-driven diffusion for sign language production with gloss-pose latent spaces alignment	14
The shading isophotes: Model and methods for Lambertian planes and a point light	14
3D Pose Nowcasting: Forecast the future to improve the present	14
Real-time distributed video analytics for privacy-aware person search	14
Attention-induced semantic and boundary interaction network for camouflaged object detection	14
Biometric technology roadmapping for personalized augmentative and alternative communication	14
XLITE-Unet: Extremely Light and Efficient Deep learning architecture with selective atrous and axial depthwise convolution for image segmentation	13
For a semiotic AI: Bridging computer vision and visual semiotics for computational observation of large scale facial image archives	13
Semi-supervised Cycle-GAN for face photo-sketch translation in the wild	13
Towards robust 3D human reconstruction with uncertainty-aware low-rank adaptation	13
Rethink arbitrary style transfer with transformer and contrastive learning	13
Quantifying model uncertainty for semantic segmentation of Fluorine-19 MRI using stochastic gradient MCMC	13
Multiscale Spatio-Temporal Fusion Network for video dehazing	13
MASK_LOSS guided non-end-to-end image denoising network based on multi-attention module with bias rectified linear unit and absolute pooling unit	13
Image denoising model based on edge structure guidance and frequency-domain/spatial-domain coupling	13
Real-time fusion of stereo vision and hyperspectral imaging for objective decision support during surgery	13
DiTalker: A unified DiT-based framework for high-quality and style-controllable portrait animation	13
Combinational sign language recognition	13
Space–time recurrent memory network	13
EADA: Efficient adaptive data augmentation	13
Extending class activation mapping using Gaussian receptive field	13
OFCA-Net: An explainable optical flow-based framework for face forgery detection	13
A LLM-guided hybrid Mamba-Transformer architecture for part-to-whole motion synthesis	13
Learning representational invariances for data-efficient action recognition	13
High-speed autonomous flight and obstacle avoidance for quadrotors in unknown dynamic environments based on imitation learning	13
Tensor robust PCA with nonconvex and nonlocal regularization	12
To make yourself invisible with Adversarial Semantic Contours	12
VIDF-Net: A Voxel-Image Dynamic Fusion method for 3D object detection	12
Generalized prompt-driven zero-shot domain adaptive segmentation with feature rectification and semantic modulation	12
A multi camera unsupervised domain adaptation pipeline for object detection in cultural sites through adversarial learning and self-training	12
α-EGAN: α-Energy distance GAN with an early stopping rule	12
Feature-aligned distillation for dense object detection via refined semantic guidance and distribution consistency	12
Dual cross-enhancement network for highly accurate dichotomous image segmentation	12
Edge-aware graph reasoning network for image manipulation localization	12
Local Consistency Guidance: Personalized Stylization Method of Face Video	12
Distributed multi-target tracking and active perception with mobile camera networks	12
Semantic manipulation through the lens of Geometric Algebra	12
Robust attention ranking architecture with frequency-domain transform to defend against adversarial samples	12
HFINet: Hybrid Feature Integration for enhancing collaborative camouflaged object detection	12
FAR-AMTN: Attention Multi-Task Network for Face Attribute Recognition	12
LightSOD: Towards lightweight and efficient network for salient object detection	11
Exploring black-box adversarial attacks on Interpretable Deep Learning Systems	11
Semantically accurate super-resolution Generative Adversarial Networks	11
Bi-granularity balance learning for long-tailed image classification	11
Constructing adaptive spatial-frequency interactive network with bi-directional adapter for generalizable face forgery detection	11
FAM: Improving columnar vision transformer with feature attention mechanism	11
4DHumanOutfit: A multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements	11
GAN inversion via cross-domain feature fusion and invertibility decomposition	11
EPDiff: Enhancing Prior-guided Diffusion model for Real-world Image Super-Resolution	11

BiPG-FER: Bi-intelligence probabilistic graph for facial expression inference drived by action units	11
Object re-identification via spatial–temporal fusion networks and causal identity matching	11
An effective CNN and Transformer fusion network for camouflaged object detection	11
Self-supervision & meta-learning for one-shot unsupervised cross-domain detection	11
Editorial Board	11
Context perturbation: A Consistent alignment approach for Domain Adaptive Semantic Segmentation	11
Discriminative object tracking by domain contrast	11
Accurate depth image generation via overfit training of point cloud registration using local frame sets	11
Looking into the unknown: Exploring Action Discovery for segmentation of known and unknown actions	11
DM-Align: Leveraging the power of natural language instructions to make changes to images	11
GSNNet: Group semantic-guided neighbor interaction network for co-salient object detection	11
EFSCNN: Encoded Feature Sphere Convolution Neural Network for fast non-rigid 3D models classification and retrieval	11
Minimum error adaptive RGB calibration in a context of colorimetric uncertainty for cultural heritage preservation	11
LocoGAN — Locally convolutional GAN	11
Deep learning-based estimation of whole-body kinematics from multi-view images	11
Certifiable algorithms for the two-view planar triangulation problem	11
Editorial Board	11
Lifelong visible–infrared person re-identification via replay samples domain-modality-mix reconstruction and cross-domain cognitive network	11
Survey on fast dense video segmentation techniques	11
GradPaint: Gradient-guided inpainting with diffusion models	11
UATST: Towards unpaired arbitrary text-guided style transfer with cross-space modulation	11
Comprehensive regional guidance for attention map semantics in text-to-image diffusion models	11
UGLF: Uncertainty-Gated Global–Local Fusion for generalizable face forgery detection	11
Learning rotation equivalent scene representation from instance-level semantics: A novel top-down perspective	11
MFCT: Multi-Frequency Cascade Transformers for no-reference SR-IQA	10
Bidirectional brain image translation using transfer learning from generic pre-trained models	10
An efficient three-stage network via Multi-Scale Orthogonal Complementary Transformer for low-light image enhancement	10
Underwater image quality evaluation via deep meta-learning: Dataset and objective method	10
AWADA: Foreground-focused adversarial learning for cross-domain object detection	10
Exploring joint embedding predictive architectures for pretraining convolutional neural networks	10
Periocular biometrics and its relevance to partially masked faces: A survey	10
Adaptive semantic guidance network for video captioning	10
Joint coupled dictionaries-based visible-infrared image fusion method via texture preservation structure in sparse domain	10
Evaluating the effect of image quantity on Gaussian Splatting: A statistical perspective	10
Real-world efficient fall detection: Balancing performance and complexity with FDGA workflow	10
On the coherency of quantitative evaluation of visual explanations	10
Phase-based video motion magnification with handheld cameras	10
Editorial Board	10
Editorial Board	10
View consistency aware holistic triangulation for 3D human pose estimation	10
Adaptive gradients and weight projection based on quantized neural networks for efficient image classification	10
MDC-Net: Multi-domain constrained kernel estimation network for blind image super resolution	10
Adversarial Style Mixup and Improved Temporal Alignment for Cross-Domain Few-Shot Action Recognition	10
EAUAV-YOLO: An efficiency and accuracy enhanced lightweight detector for small objects in aerial images	10
MS2MUnet: A Multi-Scale Spectral Mamba U-Net for medical image segmentation	10
S2DNet: A self-supervised deraining network using monocular videos	10
OVGrasp: Open-Vocabulary Intent Detection for Grasping Assistance using ExoGlove	9
Disentangled generation network for enlarged license plate recognition and a unified dataset	9
TEMSA:Text enhanced modal representation learning for multimodal sentiment analysis	9
Lightweight cross-modal transformer for RGB-D salient object detection	9
SASFNet: Soft-edge awareness and spatial-attention feedback deep network for blind image deblurring	9
Adaptive feature denoising based deep convolutional network for single image super-resolution	9
MKP-Net: Memory knowledge propagation network for point-supervised temporal action localization in livestreaming	9
Made-In: An immersive human-in-the-loop analytics platform for enhancing creative processes in fashion	9
A closer look at branch classifiers of multi-exit architectures	9
Fourier analysis on robustness of graph convolutional neural networks for skeleton-based action recognition	9
Human skeletons and change detection for efficient violence detection in surveillance videos	9
Incorporating degradation estimation in light field spatial super-resolution	9
NeRFtrinsic Four: An end-to-end trainable NeRF jointly optimizing diverse intrinsic and extrinsic camera parameters	9
Self-supervised vision transformers for semantic segmentation	9
An image denoising method based on the nonlinear Schrödinger equation and spectral subband decomposition	9
Certifiable planar relative pose estimation with gravity prior	9
Multimodal transformer–diffusion framework for large-scale reconstruction of soccer tracking data	9
Multi-person 3D pose estimation from a single image captured by a fisheye camera	9
AnomalySD: One-for-all few-shot anomaly detection via pre-trained diffusion models	9
Once Upon a Goal: Towards orientation-based shot metrics in football	9
CMGNet: Collaborative multi-modal graph network for video captioning	9
Constituent Attention for Vision Transformers	9
Editorial Board	9
MAL-Net: Multiscale Attention Link Network for accurate eye center detection	9
Editorial Board	8
Text-Aided Domain Adaptation for CLIP-like models and application to challenging domain shifts	8
Editorial Board	8
A real-time image super-resolution model based on U-shaped deep feature extraction module	8
Time-archival camera virtualization for sports and visual performances	8
FDPAdapter : Adapting segment anything in challenging vision tasks via frequency-domain priors	8
Modality mixer exploiting complementary information for multi-modal action recognition	8
Progressive multi-scale fusion network for RGB-D salient object detection	8
: Localized text prompt refinement for zero-shot referring image segmentation	8
Channel-aware feature mining network for Visible–Infrared Person Re-identification	8
Cascading attention enhancement network for RGB-D indoor scene segmentation	8
Learning key lines for multi-object tracking	8
A survey on class-agnostic counting: Advancements from reference-based to open-world text-guided approaches	8
Conditioning diffusion models via attributes and semantic masks for face generation	8
Dual adversarial model: Exploring low-dimensional space features for point clouds generating and completing	8
2.5D visual relationship detection	8
Bypass network for semantics driven image paragraph captioning	8
Blur aware metric depth estimation with multi-focus plenoptic cameras	8
Distribution-aware contrastive learning for domain adaptation in 3D LiDAR segmentation	8
Continual learning on 3D point clouds with random compressed rehearsal	8
Sparse graph matching network for temporal language localization in videos	8
EARS4SEE: A multimodal audio description system dedicated to blind and visually impaired users	8
Invisible backdoor attack with attention and steganography	8
Multimodal vs. unimodal approaches to uncertainty in 3D image segmentation under distribution shifts	8
Leaf cultivar identification via prototype-enhanced learning	8