Computer Vision and Image Understanding

Papers
(The median citation count of Computer Vision and Image Understanding is 2. 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 2021-09-01 to 2025-09-01.)
ArticleCitations
Editorial Board285
Editorial Board272
Editorial Board225
Editorial Board142
Improving the planarity and sharpness of monocularly estimated depth images using the Phong reflection model103
Editorial Board103
Exploring using jigsaw puzzles for out-of-distribution detection87
Feature reconstruction and metric based network for few-shot object detection84
Siamese self-supervised learning for fine-grained visual classification83
Luminance prior guided Low-Light 4C catenary image enhancement72
Robust Teacher: Self-correcting pseudo-label-guided semi-supervised learning for object detection71
3D semantic segmentation based on spatial-aware convolution and shape completion for augmented reality applications69
Exploring the differences in adversarial robustness between ViT- and CNN-based models using novel metrics49
Decoupled appearance and motion learning for efficient anomaly detection in surveillance video46
Emerging image generation with flexible control of perceived difficulty42
Extending function mixture network for improved spectral super-resolution39
CRML-Net: Cross-Modal Reasoning and Multi-Task Learning Network for tooth image segmentation39
Modality adaptation via feature difference learning for depth human parsing34
Deducing health cues from biometric data34
Lightweight feature point detection network with channel enhancement34
Convolutional neural network framework for deepfake detection: A diffusion-based approach33
MATTE: Multi-task multi-scale attention33
Twin-SegNet: Dynamically coupled complementary segmentation networks for generalized medical image segmentation32
Efficient cross-information fusion decoder for semantic segmentation32
RetSeg3D: Retention-based 3D semantic segmentation for autonomous driving31
Editorial Board29
Implicit and explicit commonsense for multi-sentence video captioning28
View-aligned pixel-level feature aggregation for 3D shape classification28
Syntactically and semantically enhanced captioning network via hybrid attention and POS tagging prompt28
Editorial Board28
Adaptive CNN filter pruning using global importance metric28
RelFormer: Advancing contextual relations for transformer-based dense captioning27
Reverse Stable Diffusion: What prompt was used to generate this image?27
Feature preserving 3D mesh denoising with a Dense Local Graph Neural Network27
Robust detection of dehazed images via dual-stream CNNs with adaptive feature fusion27
SIERRA: A robust bilateral feature upsampler for dense prediction26
Embedding AI ethics into the design and use of computer vision technology for consumer’s behaviour understanding25
Hi-ROS: Open-source multi-camera sensor fusion for real-time people tracking25
Towards efficient image and video style transfer via distillation and learnable feature transformation23
3D object feature extraction and classification using 3D MF-DFA23
Editorial Board23
Improved Short-term Dense Bottleneck network for efficient scene analysis23
Editorial Board22
Continuous fake media detection: Adapting deepfake detectors to new generative techniques22
Attribute-guided Relevance Propagation for interpreting image classifier based on Deep Neural Networks22
Unsupervised real image super-resolution via knowledge distillation network21
Learning spectral transform for 3D human motion prediction21
Uncertainty estimation using boundary prediction for medical image super-resolution21
Subspace reconstruction based correlation filter for object tracking21
TFUT: Task fusion upward transformer model for multi-task learning on dense prediction20
Hallucinating uncertain motion and future for static image action recognition20
When super-resolution meets camouflaged object detection: A comparison study20
Lv-Adapter: Adapting Vision Transformers for Visual Classification with Linear-layers and Vectors20
Pseudo initialization based Few-Shot Class Incremental Learning20
Enhanced dual contrast representation learning with cell separation and merging for breast cancer diagnosis20
Lightning fast video anomaly detection via multi-scale adversarial distillation19
Self-supervised network for low-light traffic image enhancement based on deep noise and artifacts removal19
Extensions in channel and class dimensions for attention-based knowledge distillation18
M318
Dissected 3D CNNs: Temporal skip connections for efficient online video processing18
SSDA-YOLO: Semi-supervised domain adaptive YOLO for cross-domain object detection18
Enhanced discriminative graph convolutional network with adaptive temporal modelling for skeleton-based action recognition17
Other tokens matter: Exploring global and local features of Vision Transformers for Object Re-Identification16
Real-time distributed video analytics for privacy-aware person search16
Online real-time pedestrian tracking from medium altitude aerial footage with camera motion cancellation16
Multi-view cognition with path search for one-shot part labeling16
A multi-view-CNN framework for deep representation learning in image classification16
CTM: Cross-time temporal module for fine-grained action recognition15
Semantic-driven diffusion for sign language production with gloss-pose latent spaces alignment15
Deep parametric Retinex decomposition model for low-light image enhancement15
Global key knowledge distillation framework15
Transformed ROIs for capturing visual transformations in videos15
Multi-dimensional attention-aided transposed ConvBiLSTM network for hyperspectral image super-resolution15
Hexagonal mesh-based neural rendering for real-time rendering and fast reconstruction15
Scribble-based complementary graph reasoning network for weakly supervised salient object detection14
A robust kinship verification scheme using face age transformation14
SHOWMe: Robust object-agnostic hand-object 3D reconstruction from RGB video14
Attention-induced semantic and boundary interaction network for camouflaged object detection13
Ensemble learning-based method for maritime background subtraction in open sea environments13
The shading isophotes: Model and methods for Lambertian planes and a point light13
Casting a BAIT for offline and online source-free domain adaptation13
Editorial Board13
TCLR: Temporal contrastive learning for video representation13
Sketch-based 3D shape retrieval via teacher–student learning13
BasicTAD: An astounding RGB-Only baseline for temporal action detection13
MASK_LOSS guided non-end-to-end image denoising network based on multi-attention module with bias rectified linear unit and absolute pooling unit12
MLGPnet: Multi-granularity neural network for 3D shape recognition using pyramid data12
Learning representational invariances for data-efficient action recognition12
Extending class activation mapping using Gaussian receptive field12
Combinational sign language recognition12
Space–time recurrent memory network12
Semi-supervised Cycle-GAN for face photo-sketch translation in the wild12
3D Pose Nowcasting: Forecast the future to improve the present12
For a semiotic AI: Bridging computer vision and visual semiotics for computational observation of large scale facial image archives12
Monocular 3D multi-person pose estimation via predicting factorized correction factors11
Tensor robust PCA with nonconvex and nonlocal regularization11
VIDF-Net: A Voxel-Image Dynamic Fusion method for 3D object detection11
Rethink arbitrary style transfer with transformer and contrastive learning11
Quantifying model uncertainty for semantic segmentation of Fluorine-19 MRI using stochastic gradient MCMC11
DM-Align: Leveraging the power of natural language instructions to make changes to images11
α-EGAN: 11
Survey on fast dense video segmentation techniques11
Dual cross-enhancement network for highly accurate dichotomous image segmentation10
FAM: Improving columnar vision transformer with feature attention mechanism10
Local Consistency Guidance: Personalized Stylization Method of Face Video10
Facial landmark points detection using knowledge distillation-based neural networks10
Distributed multi-target tracking and active perception with mobile camera networks10
GSNNet: Group semantic-guided neighbor interaction network for co-salient object detection10
Deep learning-based estimation of whole-body kinematics from multi-view images10
FAR-AMTN: Attention Multi-Task Network for Face Attribute Recognition10
Semantic manipulation through the lens of Geometric Algebra10
Robust attention ranking architecture with frequency-domain transform to defend against adversarial samples10
A multi camera unsupervised domain adaptation pipeline for object detection in cultural sites through adversarial learning and self-training10
An effective CNN and Transformer fusion network for camouflaged object detection10
Accurate depth image generation via overfit training of point cloud registration using local frame sets10
LightSOD: Towards lightweight and efficient network for salient object detection10
EPDiff: Enhancing Prior-guided Diffusion model for Real-world Image Super-Resolution10
GradPaint: Gradient-guided inpainting with diffusion models10
STURE: Spatial–Temporal Mutual Representation Learning for robust data association in online multi-object tracking10
4DHumanOutfit: A multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements10
To make yourself invisible with Adversarial Semantic Contours10
Semantically accurate super-resolution Generative Adversarial Networks9
MetaVD: A Meta Video Dataset for enhancing human action recognition datasets9
Editorial Board9
Learning rotation equivalent scene representation from instance-level semantics: A novel top-down perspective9
Adversarial Style Mixup and Improved Temporal Alignment for Cross-Domain Few-Shot Action Recognition9
MFCT: Multi-Frequency Cascade Transformers for no-reference SR-IQA9
Bidirectional brain image translation using transfer learning from generic pre-trained models9
LocoGAN — Locally convolutional GAN9
Real-world efficient fall detection: Balancing performance and complexity with FDGA workflow9
Dehazing cost volume for deep multi-view stereo in scattering media with airlight and scattering coefficient estimation9
Editorial Board9
UATST: Towards unpaired arbitrary text-guided style transfer with cross-space modulation9
Adaptive semantic guidance network for video captioning9
Joint coupled dictionaries-based visible-infrared image fusion method via texture preservation structure in sparse domain9
AWADA: Foreground-focused adversarial learning for cross-domain object detection9
Minimum error adaptive RGB calibration in a context of colorimetric uncertainty for cultural heritage preservation9
Editorial Board9
Lifelong visible–infrared person re-identification via replay samples domain-modality-mix reconstruction and cross-domain cognitive network9
Discriminative object tracking by domain contrast9
Certifiable algorithms for the two-view planar triangulation problem9
Adaptive gradients and weight projection based on quantized neural networks for efficient image classification9
View consistency aware holistic triangulation for 3D human pose estimation8
Exploring black-box adversarial attacks on Interpretable Deep Learning Systems8
A distribution independence based method for 3D face shape decomposition8
Editorial Board8
Context perturbation: A Consistent alignment approach for Domain Adaptive Semantic Segmentation8
MDC-Net: Multi-domain constrained kernel estimation network for blind image super resolution8
Bi-granularity balance learning for long-tailed image classification8
Periocular biometrics and its relevance to partially masked faces: A survey8
Editorial Board8
Self-supervised vision transformers for semantic segmentation8
On the coherency of quantitative evaluation of visual explanations8
EFSCNN: Encoded Feature Sphere Convolution Neural Network for fast non-rigid 3D models classification and retrieval8
Self-supervision & meta-learning for one-shot unsupervised cross-domain detection8
Editorial Board8
NeRFtrinsic Four: An end-to-end trainable NeRF jointly optimizing diverse intrinsic and extrinsic camera parameters8
Underwater image quality evaluation via deep meta-learning: Dataset and objective method8
An image denoising method based on the nonlinear Schrödinger equation and spectral subband decomposition7
SASFNet: Soft-edge awareness and spatial-attention feedback deep network for blind image deblurring7
Opti-CAM: Optimizing saliency maps for interpretability7
Disentangled generation network for enlarged license plate recognition and a unified dataset7
Learning key lines for multi-object tracking7
2.5D visual relationship detection7
SAPS: Self-Attentive Pathway Search for weakly-supervised action localization with background-action augmentation7
Lightweight cross-modal transformer for RGB-D salient object detection7
Bypass network for semantics driven image paragraph captioning7
Fourier analysis on robustness of graph convolutional neural networks for skeleton-based action recognition7
Leaf cultivar identification via prototype-enhanced learning7
MKP-Net: Memory knowledge propagation network for point-supervised temporal action localization in livestreaming7
Adaptive feature denoising based deep convolutional network for single image super-resolution7
MAIN: Multi-Attention Instance Network for video segmentation7
Light-weight shadow detection via GCN-based annotation strategy and knowledge distillation7
Distribution-aware contrastive learning for domain adaptation in 3D LiDAR segmentation7
Conditioning diffusion models via attributes and semantic masks for face generation7
Continual learning on 3D point clouds with random compressed rehearsal7
Certifiable planar relative pose estimation with gravity prior7
Modality mixer exploiting complementary information for multi-modal action recognition7
Human skeletons and change detection for efficient violence detection in surveillance videos7
Editorial Board7
CMGNet: Collaborative multi-modal graph network for video captioning7
Dynamic mode decomposition via convolutional autoencoders for dynamics modeling in videos7
MAL-Net: Multiscale Attention Link Network for accurate eye center detection7
Constituent Attention for Vision Transformers7
Semantic segmentation from remote sensor data and the exploitation of latent learning for classification of auxiliary tasks7
S2DNet: A self-supervised deraining network using monocular videos7
Dual adversarial model: Exploring low-dimensional space features for point clouds generating and completing7
Cascading attention enhancement network for RGB-D indoor scene segmentation7
Progressive multi-scale fusion network for RGB-D salient object detection7
Diversified text-to-image generation via deep mutual information estimation7
A closer look at branch classifiers of multi-exit architectures7
Blur aware metric depth estimation with multi-focus plenoptic cameras7
TEMSA:Text enhanced modal representation learning for multimodal sentiment analysis7
Plug-and-Play video super-resolution using edge-preserving filtering7
Multi-person 3D pose estimation from a single image captured by a fisheye camera7
Incorporating degradation estimation in light field spatial super-resolution7
UUD-Fusion: An unsupervised universal image fusion approach via generative diffusion model6
RocNet: Recursive octree network for efficient 3D processing6
Intrinsic image decomposition using physics-based cues and CNNs6
Brain tumor image segmentation based on shuffle transformer-dynamic convolution and inception dilated convolution6
RSTC: Residual Swin Transformer Cascade to approximate Taylor expansion for image denoising6
Multi-domain awareness for compressed deepfake videos detection over social networks guided by common mechanisms between artifacts6
Invisible backdoor attack with attention and steganography6
AC-VRNN: Attentive Conditional-VRNN for multi-future trajectory prediction6
Font transformer for few-shot font generation6
Cascade transformers with dynamic attention for video question answering6
Improving rare relation inferring for scene graph generation using bipartite graph network6
Editorial Board6
Style transfer with diffusion models for synthetic-to-real domain adaptation6
Few-shot action recognition with implicit temporal alignment and pair similarity optimization6
Revisiting coarse-to-fine strategy for low-light image enhancement with deep decomposition guided training6
Interactive image segmentation based on the appearance model and orientation energy6
CAFNet: Context aligned fusion for depth completion6
Editorial Board6
Weakly supervised fine-grained image classification via two-level attention activation model6
Local to global purification strategy to realize collaborative camouflaged object detection6
ParticleAugment: Sampling-based data augmentation6
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation6
Visual object tracking: A survey6
Addressing multiple salient object detection via dual-space long-range dependencies6
Spatial constraint for efficient semi-supervised video object segmentation6
Simultaneous image denoising and completion through convolutional sparse representation and nonlocal self-similarity6
Detecting abnormality with separated foreground and background: Mutual Generative Adversarial Networks for video abnormal event detection6
BacklitNet: A dataset and network for backlit image enhancement6
A novel image inpainting method based on a modified Lengyel–Epstein model6
Uncertainty guided test-time training for face forgery detection6
Multimodality-guided Visual-Caption Semantic Enhancement6
A vector quantized masked autoencoder for audiovisual speech emotion recognition6
Efficient dual attention SlowFast networks for video action recognition6
Domain adaptive multigranularity proposal network for text detection under extreme traffic scenes6
Editorial Board6
A linear method for camera pair self-calibration6
CUFD: An encoder–decoder network for visible and infrared image fusion based on common and unique feature decomposition6
Discriminative semantic transitive consistency for cross-modal learning6
Editorial Board6
Sparse graph matching network for temporal language localization in videos6
Re-scoring using image-language similarity for few-shot object detection6
Towards adversarial robustness verification of no-reference image- and video-quality metrics5
Adaptive context mining for camouflaged object detection with scribble supervision5
Multispectral interaction convolutional neural network for pedestrian detection5
Camouflaged object detection via Neighbor Connection and Hierarchical Information Transfer5
Siamese Graph Attention Networks for robust visual object tracking5
Glitch in the matrix: A large scale benchmark for content driven audio–visual forgery detection and localization5
SPKDB-Net: A Salient-Part Pose Keypoints-Based Dual-Branch Network for repetitive action counting5
Head pose estimation with uncertainty and an application to dyadic interaction detection5
Multi-patch multi-scale model for motion deblurring with high-frequency information5
Progressive scene text erasing with self-supervision5
MT-DSNet: Mix-mask teacher–student strategies and dual dynamic selection plug-in module for fine-grained image recognition5
Quaternion-based dynamic mode decomposition for background modeling in color videos5
Robust visual question answering via semantic cross modal augmentation5
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