Computer Vision and Image Understanding

Article	Citations
Editorial Board	273
Editorial Board	257
Editorial Board	217
Editorial Board	140
Editorial Board	101
Improving the planarity and sharpness of monocularly estimated depth images using the Phong reflection model	100
Exploring using jigsaw puzzles for out-of-distribution detection	83
Feature reconstruction and metric based network for few-shot object detection	82
RetSeg3D: Retention-based 3D semantic segmentation for autonomous driving	80
Luminance prior guided Low-Light 4C catenary image enhancement	68
Siamese self-supervised learning for fine-grained visual classification	68
Robust Teacher: Self-correcting pseudo-label-guided semi-supervised learning for object detection	65
Twin-SegNet: Dynamically coupled complementary segmentation networks for generalized medical image segmentation	48
Deducing health cues from biometric data	45
3D semantic segmentation based on spatial-aware convolution and shape completion for augmented reality applications	39
Emerging image generation with flexible control of perceived difficulty	39
CRML-Net: Cross-Modal Reasoning and Multi-Task Learning Network for tooth image segmentation	38
Extending function mixture network for improved spectral super-resolution	34
MATTE: Multi-task multi-scale attention	34
Modality adaptation via feature difference learning for depth human parsing	33
Lightweight feature point detection network with channel enhancement	32
Convolutional neural network framework for deepfake detection: A diffusion-based approach	31
Efficient cross-information fusion decoder for semantic segmentation	30
Decoupled appearance and motion learning for efficient anomaly detection in surveillance video	29
Implicit and explicit commonsense for multi-sentence video captioning	27

View-aligned pixel-level feature aggregation for 3D shape classification	27
Exploring the differences in adversarial robustness between ViT- and CNN-based models using novel metrics	27
Editorial Board	27
3D object feature extraction and classification using 3D MF-DFA	27
Syntactically and semantically enhanced captioning network via hybrid attention and POS tagging prompt	27
Adaptive CNN filter pruning using global importance metric	27
Editorial Board	27
Towards efficient image and video style transfer via distillation and learnable feature transformation	25
RelFormer: Advancing contextual relations for transformer-based dense captioning	25
SIERRA: A robust bilateral feature upsampler for dense prediction	25
Feature preserving 3D mesh denoising with a Dense Local Graph Neural Network	25
Robust detection of dehazed images via dual-stream CNNs with adaptive feature fusion	25
Reverse Stable Diffusion: What prompt was used to generate this image?	24
Editorial Board	22
Hi-ROS: Open-source multi-camera sensor fusion for real-time people tracking	22
Improved Short-term Dense Bottleneck network for efficient scene analysis	22
Embedding AI ethics into the design and use of computer vision technology for consumer’s behaviour understanding	22
Editorial Board	21
Unsupervised real image super-resolution via knowledge distillation network	21
Uncertainty estimation using boundary prediction for medical image super-resolution	21
Subspace reconstruction based correlation filter for object tracking	20
Hallucinating uncertain motion and future for static image action recognition	20
Learning spectral transform for 3D human motion prediction	20
Online real-time pedestrian tracking from medium altitude aerial footage with camera motion cancellation	19
Attribute-guided Relevance Propagation for interpreting image classifier based on Deep Neural Networks	19
Lv-Adapter: Adapting Vision Transformers for Visual Classification with Linear-layers and Vectors	19
Enhanced dual contrast representation learning with cell separation and merging for breast cancer diagnosis	19
Continuous fake media detection: Adapting deepfake detectors to new generative techniques	19
Enhanced discriminative graph convolutional network with adaptive temporal modelling for skeleton-based action recognition	18
When super-resolution meets camouflaged object detection: A comparison study	18
Self-supervised network for low-light traffic image enhancement based on deep noise and artifacts removal	18
Pseudo initialization based Few-Shot Class Incremental Learning	18
Lightning fast video anomaly detection via multi-scale adversarial distillation	17
Dissected 3D CNNs: Temporal skip connections for efficient online video processing	17
M3	17
A multi-view-CNN framework for deep representation learning in image classification	16
Other tokens matter: Exploring global and local features of Vision Transformers for Object Re-Identification	16
SSDA-YOLO: Semi-supervised domain adaptive YOLO for cross-domain object detection	16
Extensions in channel and class dimensions for attention-based knowledge distillation	16
Transformed ROIs for capturing visual transformations in videos	15
Scribble-based complementary graph reasoning network for weakly supervised salient object detection	15
SHOWMe: Robust object-agnostic hand-object 3D reconstruction from RGB video	15
Real-time distributed video analytics for privacy-aware person search	15
TFUT: Task fusion upward transformer model for multi-task learning on dense prediction	15
Hexagonal mesh-based neural rendering for real-time rendering and fast reconstruction	15
Multi-view cognition with path search for one-shot part labeling	15
Semantic-driven diffusion for sign language production with gloss-pose latent spaces alignment	14
Ensemble learning-based method for maritime background subtraction in open sea environments	14
CTM: Cross-time temporal module for fine-grained action recognition	13
TCLR: Temporal contrastive learning for video representation	13

Sketch-based 3D shape retrieval via teacher–student learning	13
Global key knowledge distillation framework	13
Casting a BAIT for offline and online source-free domain adaptation	13
A robust kinship verification scheme using face age transformation	13
Multi-dimensional attention-aided transposed ConvBiLSTM network for hyperspectral image super-resolution	13
Deep parametric Retinex decomposition model for low-light image enhancement	13
Combinational sign language recognition	12
Editorial Board	12
Semi-supervised Cycle-GAN for face photo-sketch translation in the wild	12
3D Pose Nowcasting: Forecast the future to improve the present	12
BasicTAD: An astounding RGB-Only baseline for temporal action detection	12
Rethink arbitrary style transfer with transformer and contrastive learning	12
MLGPnet: Multi-granularity neural network for 3D shape recognition using pyramid data	12
The shading isophotes: Model and methods for Lambertian planes and a point light	12
Attention-induced semantic and boundary interaction network for camouflaged object detection	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	11
Extending class activation mapping using Gaussian receptive field	11
Space–time recurrent memory network	11
For a semiotic AI: Bridging computer vision and visual semiotics for computational observation of large scale facial image archives	11
Quantifying model uncertainty for semantic segmentation of Fluorine-19 MRI using stochastic gradient MCMC	11
Learning representational invariances for data-efficient action recognition	11
FAM: Improving columnar vision transformer with feature attention mechanism	10
Survey on fast dense video segmentation techniques	10
GradPaint: Gradient-guided inpainting with diffusion models	10
α-EGAN:	10
STURE: Spatial–Temporal Mutual Representation Learning for robust data association in online multi-object tracking	10
Deep learning-based estimation of whole-body kinematics from multi-view images	10
Monocular 3D multi-person pose estimation via predicting factorized correction factors	10
Dual cross-enhancement network for highly accurate dichotomous image segmentation	10
Accurate depth image generation via overfit training of point cloud registration using local frame sets	10
Facial landmark points detection using knowledge distillation-based neural networks	10
LightSOD: Towards lightweight and efficient network for salient object detection	10
A multi camera unsupervised domain adaptation pipeline for object detection in cultural sites through adversarial learning and self-training	10
DM-Align: Leveraging the power of natural language instructions to make changes to images	10
VIDF-Net: A Voxel-Image Dynamic Fusion method for 3D object detection	10
Semantic manipulation through the lens of Geometric Algebra	10
Robust attention ranking architecture with frequency-domain transform to defend against adversarial samples	10
Local Consistency Guidance: Personalized Stylization Method of Face Video	10
To make yourself invisible with Adversarial Semantic Contours	10
GSNNet: Group semantic-guided neighbor interaction network for co-salient object detection	9
Editorial Board	9
Dehazing cost volume for deep multi-view stereo in scattering media with airlight and scattering coefficient estimation	9
Discriminative object tracking by domain contrast	9
Adversarial Style Mixup and Improved Temporal Alignment for Cross-Domain Few-Shot Action Recognition	9
Learning rotation equivalent scene representation from instance-level semantics: A novel top-down perspective	9
Lifelong visible–infrared person re-identification via replay samples domain-modality-mix reconstruction and cross-domain cognitive network	9
Editorial Board	9
Minimum error adaptive RGB calibration in a context of colorimetric uncertainty for cultural heritage preservation	9
UATST: Towards unpaired arbitrary text-guided style transfer with cross-space modulation	9
MetaVD: A Meta Video Dataset for enhancing human action recognition datasets	9
Distributed multi-target tracking and active perception with mobile camera networks	9
Editorial Board	9
4DHumanOutfit: A multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements	9
Real-world efficient fall detection: Balancing performance and complexity with FDGA workflow	9
LocoGAN — Locally convolutional GAN	9
EFSCNN: Encoded Feature Sphere Convolution Neural Network for fast non-rigid 3D models classification and retrieval	8
Underwater image quality evaluation via deep meta-learning: Dataset and objective method	8
Joint coupled dictionaries-based visible-infrared image fusion method via texture preservation structure in sparse domain	8
Editorial Board	8
Bidirectional brain image translation using transfer learning from generic pre-trained models	8
MDC-Net: Multi-domain constrained kernel estimation network for blind image super resolution	8
Adaptive semantic guidance network for video captioning	8
MFCT: Multi-Frequency Cascade Transformers for no-reference SR-IQA	8
On the coherency of quantitative evaluation of visual explanations	8
AWADA: Foreground-focused adversarial learning for cross-domain object detection	8
Editorial Board	8
Periocular biometrics and its relevance to partially masked faces: A survey	8
Certifiable algorithms for the two-view planar triangulation problem	8
Adaptive gradients and weight projection based on quantized neural networks for efficient image classification	8
View consistency aware holistic triangulation for 3D human pose estimation	8
Editorial Board	8
A distribution independence based method for 3D face shape decomposition	8
Semantically accurate super-resolution Generative Adversarial Networks	8
Self-supervision & meta-learning for one-shot unsupervised cross-domain detection	8
MAIN: Multi-Attention Instance Network for video segmentation	7
CMGNet: Collaborative multi-modal graph network for video captioning	7
MKP-Net: Memory knowledge propagation network for point-supervised temporal action localization in livestreaming	7
A closer look at branch classifiers of multi-exit architectures	7
Opti-CAM: Optimizing saliency maps for interpretability	7

SAPS: Self-Attentive Pathway Search for weakly-supervised action localization with background-action augmentation	7
Semantic segmentation from remote sensor data and the exploitation of latent learning for classification of auxiliary tasks	7
Editorial Board	7
Dual adversarial model: Exploring low-dimensional space features for point clouds generating and completing	7
Fourier analysis on robustness of graph convolutional neural networks for skeleton-based action recognition	7
Multi-person 3D pose estimation from a single image captured by a fisheye camera	7
Certifiable planar relative pose estimation with gravity prior	7
Self-supervised vision transformers for semantic segmentation	7
Constituent Attention for Vision Transformers	7
An image denoising method based on the nonlinear Schrödinger equation and spectral subband decomposition	7
Incorporating degradation estimation in light field spatial super-resolution	7
Modality mixer exploiting complementary information for multi-modal action recognition	7
Light-weight shadow detection via GCN-based annotation strategy and knowledge distillation	7
2.5D visual relationship detection	7
MAL-Net: Multiscale Attention Link Network for accurate eye center detection	7
Plug-and-Play video super-resolution using edge-preserving filtering	7
Lightweight cross-modal transformer for RGB-D salient object detection	7
Adaptive feature denoising based deep convolutional network for single image super-resolution	7
TEMSA:Text enhanced modal representation learning for multimodal sentiment analysis	7
Disentangled generation network for enlarged license plate recognition and a unified dataset	7
Diversified text-to-image generation via deep mutual information estimation	7
NeRFtrinsic Four: An end-to-end trainable NeRF jointly optimizing diverse intrinsic and extrinsic camera parameters	7
Bypass network for semantics driven image paragraph captioning	7
Leaf cultivar identification via prototype-enhanced learning	7
Human skeletons and change detection for efficient violence detection in surveillance videos	7
Invisible backdoor attack with attention and steganography	6
Visual object tracking: A survey	6
Editorial Board	6
Style transfer with diffusion models for synthetic-to-real domain adaptation	6
Re-scoring using image-language similarity for few-shot object detection	6
Domain adaptive multigranularity proposal network for text detection under extreme traffic scenes	6
Discriminative semantic transitive consistency for cross-modal learning	6
Editorial Board	6
Addressing multiple salient object detection via dual-space long-range dependencies	6
Blur aware metric depth estimation with multi-focus plenoptic cameras	6
Learning key lines for multi-object tracking	6
Conditioning diffusion models via attributes and semantic masks for face generation	6
BacklitNet: A dataset and network for backlit image enhancement	6
Weakly supervised fine-grained image classification via two-level attention activation model	6
RSTC: Residual Swin Transformer Cascade to approximate Taylor expansion for image denoising	6
A vector quantized masked autoencoder for audiovisual speech emotion recognition	6
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation	6
Editorial Board	6
A linear method for camera pair self-calibration	6
Improving rare relation inferring for scene graph generation using bipartite graph network	6
Progressive multi-scale fusion network for RGB-D salient object detection	6
Simultaneous image denoising and completion through convolutional sparse representation and nonlocal self-similarity	6
Dynamic mode decomposition via convolutional autoencoders for dynamics modeling in videos	6
Brain tumor image segmentation based on shuffle transformer-dynamic convolution and inception dilated convolution	6
Font transformer for few-shot font generation	6
ParticleAugment: Sampling-based data augmentation	6
Local to global purification strategy to realize collaborative camouflaged object detection	6
Few-shot action recognition with implicit temporal alignment and pair similarity optimization	6
AC-VRNN: Attentive Conditional-VRNN for multi-future trajectory prediction	6
Detecting abnormality with separated foreground and background: Mutual Generative Adversarial Networks for video abnormal event detection	6
CUFD: An encoder–decoder network for visible and infrared image fusion based on common and unique feature decomposition	6
Spatial constraint for efficient semi-supervised video object segmentation	6
Editorial Board	6
Continual learning on 3D point clouds with random compressed rehearsal	6
Sparse graph matching network for temporal language localization in videos	6
Glitch in the matrix: A large scale benchmark for content driven audio–visual forgery detection and localization	5
Adversarial Neon Beam: A light-based physical attack to DNNs	5
Automatic detection and localization of thighbone fractures in X-ray based on improved deep learning method	5
MT-DSNet: Mix-mask teacher–student strategies and dual dynamic selection plug-in module for fine-grained image recognition	5
Robust visual question answering via semantic cross modal augmentation	5
Uncertainty guided test-time training for face forgery detection	5
Single and multiple illuminant estimation using convex functions	5
Multimodality-guided Visual-Caption Semantic Enhancement	5
LandmarkBreaker: A proactive method to obstruct DeepFakes via disrupting facial landmark extraction	5
Learning to teach and learn for semi-supervised few-shot image classification	5
Local optimization cropping and boundary enhancement for end-to-end weakly-supervised segmentation network	5
Towards adversarial robustness verification of no-reference image- and video-quality metrics	5
Quaternion-based dynamic mode decomposition for background modeling in color videos	5
Estimating 3D body mesh without SMPL annotations via alternating successive convex approximation	5
A simple but effective vision transformer framework for visible–infrared person re-identification	5
Weakly supervised learning of multi-object 3D scene decompositions using deep shape priors	5
RocNet: Recursive octree network for efficient 3D processing	5
Self-knowledge distillation via dropout	5
Intrinsic image decomposition using physics-based cues and CNNs	5
Cascade transformers with dynamic attention for video question answering	5
Region-aware image-based human action retrieval with transformers	5
LOFReg: An outlier-based regulariser for deep metric learning	5
An egocentric video and eye-tracking dataset for visual search in convenience stores	5
Head pose estimation with uncertainty and an application to dyadic interaction detection	5
Deconfounded hierarchical multi-granularity classification	5
Multispectral interaction convolutional neural network for pedestrian detection	5
Progressive Recurrent Network for shadow removal	5
Camouflaged object detection via Neighbor Connection and Hierarchical Information Transfer	5
A novel image inpainting method based on a modified Lengyel–Epstein model	5
LiDARTouch: Monocular metric depth estimation with a few-beam LiDAR	5
CAFNet: Context aligned fusion for depth completion	5
Multi-domain awareness for compressed deepfake videos detection over social networks guided by common mechanisms between artifacts	5
Progressive scene text erasing with self-supervision	5
Cleanness-navigated-contamination network: A unified framework for recovering regional degradation	5
Siamese Graph Attention Networks for robust visual object tracking	5