Computer Vision and Image Understanding

Article	Citations
Luminance prior guided Low-Light 4C catenary image enhancement	307
Editorial Board	248
Efficient cross-information fusion decoder for semantic segmentation	116
3D semantic segmentation based on spatial-aware convolution and shape completion for augmented reality applications	113
Editorial Board	100
Robust Teacher: Self-correcting pseudo-label-guided semi-supervised learning for object detection	97
Siamese self-supervised learning for fine-grained visual classification	88
Emerging image generation with flexible control of perceived difficulty	85
Improving the planarity and sharpness of monocularly estimated depth images using the Phong reflection model	73
Editorial Board	52
Exploring using jigsaw puzzles for out-of-distribution detection	51
Extending function mixture network for improved spectral super-resolution	47
MATTE: Multi-task multi-scale attention	41
Deducing health cues from biometric data	40
Editorial Board	38
Editorial Board	37
Twin-SegNet: Dynamically coupled complementary segmentation networks for generalized medical image segmentation	35
Modality adaptation via feature difference learning for depth human parsing	35
RetSeg3D: Retention-based 3D semantic segmentation for autonomous driving	34
Exploring the differences in adversarial robustness between ViT- and CNN-based models using novel metrics	34
Feature reconstruction and metric based network for few-shot object detection	34
Convolutional neural network framework for deepfake detection: A diffusion-based approach	33
Lightweight feature point detection network with channel enhancement	33
CRML-Net: Cross-Modal Reasoning and Multi-Task Learning Network for tooth image segmentation	31
REST: A resolution preserving network for photorealistic style transfer via semantic distillation	31

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

TCLR: Temporal contrastive learning for video representation	14
Semantic-driven diffusion for sign language production with gloss-pose latent spaces alignment	14
Transformed ROIs for capturing visual transformations in videos	14
CTM: Cross-time temporal module for fine-grained action recognition	14
TFUT: Task fusion upward transformer model for multi-task learning on dense prediction	14
A robust kinship verification scheme using face age transformation	14
Multi-view cognition with path search for one-shot part labeling	14
Ensemble learning-based method for maritime background subtraction in open sea environments	13
SPSC-Net: Shared parallel space-channel attention mechanism transformer network for cell sequence image segmentation	13
Casting a BAIT for offline and online source-free domain adaptation	13
Real-time distributed video analytics for privacy-aware person search	13
BasicTAD: An astounding RGB-Only baseline for temporal action detection	13
Sketch-based 3D shape retrieval via teacher–student learning	13
Scribble-based complementary graph reasoning network for weakly supervised salient object detection	13
SHOWMe: Robust object-agnostic hand-object 3D reconstruction from RGB video	13
MLGPnet: Multi-granularity neural network for 3D shape recognition using pyramid data	12
Semi-supervised Cycle-GAN for face photo-sketch translation in the wild	12
Combinational sign language recognition	12
MOSAIC: A multi-view 2.5D organ slice selector with cross-attentional reasoning for anatomically-aware CT localization in medical organ segmentation	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
Learning representational invariances for data-efficient action recognition	12
For a semiotic AI: Bridging computer vision and visual semiotics for computational observation of large scale facial image archives	12
Attention-induced semantic and boundary interaction network for camouflaged object detection	12
Space–time recurrent memory network	12
Editorial Board	12
Multiscale Spatio-Temporal Fusion Network for video dehazing	12
The shading isophotes: Model and methods for Lambertian planes and a point light	12
Extending class activation mapping using Gaussian receptive field	11
Rethink arbitrary style transfer with transformer and contrastive learning	11
A LLM-guided hybrid Mamba-Transformer architecture for part-to-whole motion synthesis	11
FAR-AMTN: Attention Multi-Task Network for Face Attribute Recognition	11
Robust attention ranking architecture with frequency-domain transform to defend against adversarial samples	11
Facial landmark points detection using knowledge distillation-based neural networks	11
4DHumanOutfit: A multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements	11
Tensor robust PCA with nonconvex and nonlocal regularization	11
3D Pose Nowcasting: Forecast the future to improve the present	11
Real-time fusion of stereo vision and hyperspectral imaging for objective decision support during surgery	11
Monocular 3D multi-person pose estimation via predicting factorized correction factors	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
FAM: Improving columnar vision transformer with feature attention mechanism	11
Quantifying model uncertainty for semantic segmentation of Fluorine-19 MRI using stochastic gradient MCMC	11
XLITE-Unet: Extremely Light and Efficient Deep learning architecture with selective atrous and axial depthwise convolution for image segmentation	11
α-EGAN:	11
Survey on fast dense video segmentation techniques	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
Deep learning-based estimation of whole-body kinematics from multi-view images	11
Dual cross-enhancement network for highly accurate dichotomous image segmentation	10
An effective CNN and Transformer fusion network for camouflaged object detection	10
Local Consistency Guidance: Personalized Stylization Method of Face Video	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
Distributed multi-target tracking and active perception with mobile camera networks	10
Feature-aligned distillation for dense object detection via refined semantic guidance and distribution consistency	10
STURE: Spatial–Temporal Mutual Representation Learning for robust data association in online multi-object tracking	10
Edge-aware graph reasoning network for image manipulation localization	10
GSNNet: Group semantic-guided neighbor interaction network for co-salient object detection	10
GradPaint: Gradient-guided inpainting with diffusion models	10
EPDiff: Enhancing Prior-guided Diffusion model for Real-world Image Super-Resolution	10
Comprehensive regional guidance for attention map semantics in text-to-image diffusion models	10
VIDF-Net: A Voxel-Image Dynamic Fusion method for 3D object detection	10
Exploring black-box adversarial attacks on Interpretable Deep Learning Systems	9
AWADA: Foreground-focused adversarial learning for cross-domain object detection	9
Discriminative object tracking by domain contrast	9
Semantically accurate super-resolution Generative Adversarial Networks	9
On the coherency of quantitative evaluation of visual explanations	9
Adaptive gradients and weight projection based on quantized neural networks for efficient image classification	9
Lifelong visible–infrared person re-identification via replay samples domain-modality-mix reconstruction and cross-domain cognitive network	9
Adaptive semantic guidance network for video captioning	9
Bi-granularity balance learning for long-tailed image classification	9
Self-supervision & meta-learning for one-shot unsupervised cross-domain detection	9
Certifiable algorithms for the two-view planar triangulation problem	9
LocoGAN — Locally convolutional GAN	9
Editorial Board	9
View consistency aware holistic triangulation for 3D human pose estimation	9
UATST: Towards unpaired arbitrary text-guided style transfer with cross-space modulation	9
Real-world efficient fall detection: Balancing performance and complexity with FDGA workflow	9
Bidirectional brain image translation using transfer learning from generic pre-trained models	9
Context perturbation: A Consistent alignment approach for Domain Adaptive Semantic Segmentation	9

Learning rotation equivalent scene representation from instance-level semantics: A novel top-down perspective	9
Periocular biometrics and its relevance to partially masked faces: A survey	9
Human skeletons and change detection for efficient violence detection in surveillance videos	8
Certifiable planar relative pose estimation with gravity prior	8
Disentangled generation network for enlarged license plate recognition and a unified dataset	8
MKP-Net: Memory knowledge propagation network for point-supervised temporal action localization in livestreaming	8
S2DNet: A self-supervised deraining network using monocular videos	8
EFSCNN: Encoded Feature Sphere Convolution Neural Network for fast non-rigid 3D models classification and retrieval	8
Joint coupled dictionaries-based visible-infrared image fusion method via texture preservation structure in sparse domain	8
Opti-CAM: Optimizing saliency maps for interpretability	8
MFCT: Multi-Frequency Cascade Transformers for no-reference SR-IQA	8
SASFNet: Soft-edge awareness and spatial-attention feedback deep network for blind image deblurring	8
CMGNet: Collaborative multi-modal graph network for video captioning	8
Constituent Attention for Vision Transformers	8
Editorial Board	8
Minimum error adaptive RGB calibration in a context of colorimetric uncertainty for cultural heritage preservation	8
Editorial Board	8
Adaptive feature denoising based deep convolutional network for single image super-resolution	8
MDC-Net: Multi-domain constrained kernel estimation network for blind image super resolution	8
Self-supervised vision transformers for semantic segmentation	8
A closer look at branch classifiers of multi-exit architectures	8
Fourier analysis on robustness of graph convolutional neural networks for skeleton-based action recognition	8
MAL-Net: Multiscale Attention Link Network for accurate eye center detection	8
Editorial Board	8
Editorial Board	8
An image denoising method based on the nonlinear Schrödinger equation and spectral subband decomposition	8
Underwater image quality evaluation via deep meta-learning: Dataset and objective method	8
Multi-person 3D pose estimation from a single image captured by a fisheye camera	8
Adversarial Style Mixup and Improved Temporal Alignment for Cross-Domain Few-Shot Action Recognition	8
Made-In: An immersive human-in-the-loop analytics platform for enhancing creative processes in fashion	8
NeRFtrinsic Four: An end-to-end trainable NeRF jointly optimizing diverse intrinsic and extrinsic camera parameters	8
Detecting abnormality with separated foreground and background: Mutual Generative Adversarial Networks for video abnormal event detection	7
Discriminative semantic transitive consistency for cross-modal learning	7
Dual adversarial model: Exploring low-dimensional space features for point clouds generating and completing	7
Editorial Board	7
Plug-and-Play video super-resolution using edge-preserving filtering	7
Distribution-aware contrastive learning for domain adaptation in 3D LiDAR segmentation	7
Brain tumor image segmentation based on shuffle transformer-dynamic convolution and inception dilated convolution	7
Multimodal vs. unimodal approaches to uncertainty in 3D image segmentation under distribution shifts	7
IP-CAM: Class activation mapping based on importance weights and principal-component weights for better and simpler visual explanations	7
Continual learning on 3D point clouds with random compressed rehearsal	7
Editorial Board	7
Incorporating degradation estimation in light field spatial super-resolution	7
Progressive multi-scale fusion network for RGB-D salient object detection	7
Channel-aware feature mining network for Visible–Infrared Person Re-identification	7
Addressing multiple salient object detection via dual-space long-range dependencies	7
Style transfer with diffusion models for synthetic-to-real domain adaptation	7
Editorial Board	7
Learning key lines for multi-object tracking	7
Improving rare relation inferring for scene graph generation using bipartite graph network	7
Modality mixer exploiting complementary information for multi-modal action recognition	7
Sparse graph matching network for temporal language localization in videos	7
Spatial constraint for efficient semi-supervised video object segmentation	7
TEMSA:Text enhanced modal representation learning for multimodal sentiment analysis	7
Parametric kernels for artifact mitigation in patch-based image aggregation using generative models	7
Bypass network for semantics driven image paragraph captioning	7
Leaf cultivar identification via prototype-enhanced learning	7
Invisible backdoor attack with attention and steganography	7
Blur aware metric depth estimation with multi-focus plenoptic cameras	7
TOODIB: Task-aligned one-stage object detection with interactions between branches	7
Visual object tracking: A survey	7
A vector quantized masked autoencoder for audiovisual speech emotion recognition	7
Re-scoring using image-language similarity for few-shot object detection	7
2.5D visual relationship detection	7
Conditioning diffusion models via attributes and semantic masks for face generation	7
Adaptive bias learning via gradient-based reweighting and constrained pruning for robust Visual Question Answering	7
Dynamic mode decomposition via convolutional autoencoders for dynamics modeling in videos	7
Font transformer for few-shot font generation	7
Lightweight cross-modal transformer for RGB-D salient object detection	7
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation	7
Cascading attention enhancement network for RGB-D indoor scene segmentation	7
Light-weight shadow detection via GCN-based annotation strategy and knowledge distillation	7
Simultaneous image denoising and completion through convolutional sparse representation and nonlocal self-similarity	7
Editorial Board	7
Local to global purification strategy to realize collaborative camouflaged object detection	7