Computer Vision and Image Understanding

Papers
(The TQCC of Computer Vision and Image Understanding is 7. 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 2021-11-01 to 2025-11-01.)
ArticleCitations
Luminance prior guided Low-Light 4C catenary image enhancement296
Editorial Board239
Feature reconstruction and metric based network for few-shot object detection153
Efficient cross-information fusion decoder for semantic segmentation114
Convolutional neural network framework for deepfake detection: A diffusion-based approach107
Lightweight feature point detection network with channel enhancement96
3D semantic segmentation based on spatial-aware convolution and shape completion for augmented reality applications95
Editorial Board84
Robust Teacher: Self-correcting pseudo-label-guided semi-supervised learning for object detection79
Siamese self-supervised learning for fine-grained visual classification71
Emerging image generation with flexible control of perceived difficulty51
Improving the planarity and sharpness of monocularly estimated depth images using the Phong reflection model50
Editorial Board43
Exploring using jigsaw puzzles for out-of-distribution detection40
Extending function mixture network for improved spectral super-resolution38
MATTE: Multi-task multi-scale attention37
Deducing health cues from biometric data36
Editorial Board34
Editorial Board34
Modality adaptation via feature difference learning for depth human parsing33
CRML-Net: Cross-Modal Reasoning and Multi-Task Learning Network for tooth image segmentation33
Exploring the differences in adversarial robustness between ViT- and CNN-based models using novel metrics32
Twin-SegNet: Dynamically coupled complementary segmentation networks for generalized medical image segmentation31
RetSeg3D: Retention-based 3D semantic segmentation for autonomous driving31
RelFormer: Advancing contextual relations for transformer-based dense captioning30
PConvSRGAN: Real-world super-resolution reconstruction with pure convolutional networks29
GaitBranch: A multi-branch refinement model combined with frame-channel attention mechanism for gait recognition29
Implicit and explicit commonsense for multi-sentence video captioning29
Reverse Stable Diffusion: What prompt was used to generate this image?28
Embedding AI ethics into the design and use of computer vision technology for consumer’s behaviour understanding28
Syntactically and semantically enhanced captioning network via hybrid attention and POS tagging prompt28
Hi-ROS: Open-source multi-camera sensor fusion for real-time people tracking27
Editorial Board27
Editorial Board26
Towards efficient image and video style transfer via distillation and learnable feature transformation26
SIERRA: A robust bilateral feature upsampler for dense prediction24
Feature preserving 3D mesh denoising with a Dense Local Graph Neural Network24
Robust detection of dehazed images via dual-stream CNNs with adaptive feature fusion24
3D object feature extraction and classification using 3D MF-DFA24
Improved Short-term Dense Bottleneck network for efficient scene analysis24
Iterative Caption Generation with Heuristic Guidance for enhancing knowledge-based visual question answering23
Adaptive CNN filter pruning using global importance metric23
Attribute-guided Relevance Propagation for interpreting image classifier based on Deep Neural Networks22
Uncertainty estimation using boundary prediction for medical image super-resolution22
View-aligned pixel-level feature aggregation for 3D shape classification22
Enhanced dual contrast representation learning with cell separation and merging for breast cancer diagnosis21
Pseudo initialization based Few-Shot Class Incremental Learning20
Lv-Adapter: Adapting Vision Transformers for Visual Classification with Linear-layers and Vectors20
TFUT: Task fusion upward transformer model for multi-task learning on dense prediction20
Continuous fake media detection: Adapting deepfake detectors to new generative techniques20
Extensions in channel and class dimensions for attention-based knowledge distillation19
Lightning fast video anomaly detection via multi-scale adversarial distillation19
When super-resolution meets camouflaged object detection: A comparison study19
Other tokens matter: Exploring global and local features of Vision Transformers for Object Re-Identification18
UniMultNet: Action recognition method based on multi-scale feature fusion and video-text constraint guidance18
M318
Hallucinating uncertain motion and future for static image action recognition17
Online real-time pedestrian tracking from medium altitude aerial footage with camera motion cancellation17
Unsupervised real image super-resolution via knowledge distillation network17
Dissected 3D CNNs: Temporal skip connections for efficient online video processing17
Subspace reconstruction based correlation filter for object tracking17
Editorial Board16
Editorial Board16
Learning spectral transform for 3D human motion prediction16
SSDA-YOLO: Semi-supervised domain adaptive YOLO for cross-domain object detection15
Self-supervised network for low-light traffic image enhancement based on deep noise and artifacts removal15
Enhanced discriminative graph convolutional network with adaptive temporal modelling for skeleton-based action recognition15
A multi-view-CNN framework for deep representation learning in image classification15
Casting a BAIT for offline and online source-free domain adaptation14
Hexagonal mesh-based neural rendering for real-time rendering and fast reconstruction14
Real-time distributed video analytics for privacy-aware person search14
CTM: Cross-time temporal module for fine-grained action recognition14
Multi-dimensional attention-aided transposed ConvBiLSTM network for hyperspectral image super-resolution14
Multi-view cognition with path search for one-shot part labeling14
A robust kinship verification scheme using face age transformation13
Global key knowledge distillation framework13
SHOWMe: Robust object-agnostic hand-object 3D reconstruction from RGB video13
Ensemble learning-based method for maritime background subtraction in open sea environments13
Transformed ROIs for capturing visual transformations in videos13
Semantic-driven diffusion for sign language production with gloss-pose latent spaces alignment13
Scribble-based complementary graph reasoning network for weakly supervised salient object detection13
TCLR: Temporal contrastive learning for video representation13
Sketch-based 3D shape retrieval via teacher–student learning13
Deep parametric Retinex decomposition model for low-light image enhancement13
Attention-induced semantic and boundary interaction network for camouflaged object 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
Rethink arbitrary style transfer with transformer and contrastive learning12
Editorial Board12
BasicTAD: An astounding RGB-Only baseline for temporal action detection12
3D Pose Nowcasting: Forecast the future to improve the present12
Quantifying model uncertainty for semantic segmentation of Fluorine-19 MRI using stochastic gradient MCMC12
The shading isophotes: Model and methods for Lambertian planes and a point light12
Space–time recurrent memory network12
MLGPnet: Multi-granularity neural network for 3D shape recognition using pyramid data12
Learning representational invariances for data-efficient action recognition11
Edge-aware graph reasoning network for image manipulation localization11
Comprehensive regional guidance for attention map semantics in text-to-image diffusion models11
Dual cross-enhancement network for highly accurate dichotomous image segmentation11
Accurate depth image generation via overfit training of point cloud registration using local frame sets11
Extending class activation mapping using Gaussian receptive field11
For a semiotic AI: Bridging computer vision and visual semiotics for computational observation of large scale facial image archives11
EPDiff: Enhancing Prior-guided Diffusion model for Real-world Image Super-Resolution11
Multiscale Spatio-Temporal Fusion Network for video dehazing11
An effective CNN and Transformer fusion network for camouflaged object detection11
LightSOD: Towards lightweight and efficient network for salient object detection11
VIDF-Net: A Voxel-Image Dynamic Fusion method for 3D object detection11
Monocular 3D multi-person pose estimation via predicting factorized correction factors11
α-EGAN: 11
Combinational sign language recognition11
FAR-AMTN: Attention Multi-Task Network for Face Attribute Recognition11
Local Consistency Guidance: Personalized Stylization Method of Face Video11
DM-Align: Leveraging the power of natural language instructions to make changes to images11
GradPaint: Gradient-guided inpainting with diffusion models11
Tensor robust PCA with nonconvex and nonlocal regularization11
Semi-supervised Cycle-GAN for face photo-sketch translation in the wild11
A multi camera unsupervised domain adaptation pipeline for object detection in cultural sites through adversarial learning and self-training10
Semantic manipulation through the lens of Geometric Algebra10
GSNNet: Group semantic-guided neighbor interaction network for co-salient object detection10
Lifelong visible–infrared person re-identification via replay samples domain-modality-mix reconstruction and cross-domain cognitive network10
Deep learning-based estimation of whole-body kinematics from multi-view images10
To make yourself invisible with Adversarial Semantic Contours10
Survey on fast dense video segmentation techniques10
STURE: Spatial–Temporal Mutual Representation Learning for robust data association in online multi-object tracking10
Exploring black-box adversarial attacks on Interpretable Deep Learning Systems10
Facial landmark points detection using knowledge distillation-based neural networks10
4DHumanOutfit: A multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements10
FAM: Improving columnar vision transformer with feature attention mechanism10
Distributed multi-target tracking and active perception with mobile camera networks10
Robust attention ranking architecture with frequency-domain transform to defend against adversarial samples10
Periocular biometrics and its relevance to partially masked faces: A survey9
Semantically accurate super-resolution Generative Adversarial Networks9
EFSCNN: Encoded Feature Sphere Convolution Neural Network for fast non-rigid 3D models classification and retrieval9
View consistency aware holistic triangulation for 3D human pose estimation9
Minimum error adaptive RGB calibration in a context of colorimetric uncertainty for cultural heritage preservation9
Underwater image quality evaluation via deep meta-learning: Dataset and objective method9
Bidirectional brain image translation using transfer learning from generic pre-trained models9
Discriminative object tracking by domain contrast9
Self-supervision & meta-learning for one-shot unsupervised cross-domain detection9
Certifiable algorithms for the two-view planar triangulation problem9
Adversarial Style Mixup and Improved Temporal Alignment for Cross-Domain Few-Shot Action Recognition9
Adaptive semantic guidance network for video captioning9
Context perturbation: A Consistent alignment approach for Domain Adaptive Semantic Segmentation9
Bi-granularity balance learning for long-tailed image classification9
MDC-Net: Multi-domain constrained kernel estimation network for blind image super resolution9
LocoGAN — Locally convolutional GAN9
Joint coupled dictionaries-based visible-infrared image fusion method via texture preservation structure in sparse domain9
Learning rotation equivalent scene representation from instance-level semantics: A novel top-down perspective9
UATST: Towards unpaired arbitrary text-guided style transfer with cross-space modulation9
AWADA: Foreground-focused adversarial learning for cross-domain object detection9
Real-world efficient fall detection: Balancing performance and complexity with FDGA workflow9
Editorial Board8
MetaVD: A Meta Video Dataset for enhancing human action recognition datasets8
NeRFtrinsic Four: An end-to-end trainable NeRF jointly optimizing diverse intrinsic and extrinsic camera parameters8
Made-In: An immersive human-in-the-loop analytics platform for enhancing creative processes in fashion8
Human skeletons and change detection for efficient violence detection in surveillance videos8
Certifiable planar relative pose estimation with gravity prior8
Lightweight cross-modal transformer for RGB-D salient object detection8
Editorial Board8
Editorial Board8
Editorial Board8
On the coherency of quantitative evaluation of visual explanations8
An image denoising method based on the nonlinear Schrödinger equation and spectral subband decomposition8
Light-weight shadow detection via GCN-based annotation strategy and knowledge distillation8
CMGNet: Collaborative multi-modal graph network for video captioning8
Constituent Attention for Vision Transformers8
Multi-person 3D pose estimation from a single image captured by a fisheye camera8
Incorporating degradation estimation in light field spatial super-resolution8
S2DNet: A self-supervised deraining network using monocular videos8
Editorial Board8
Adaptive gradients and weight projection based on quantized neural networks for efficient image classification8
MFCT: Multi-Frequency Cascade Transformers for no-reference SR-IQA8
Self-supervised vision transformers for semantic segmentation8
Fourier analysis on robustness of graph convolutional neural networks for skeleton-based action recognition8
MAL-Net: Multiscale Attention Link Network for accurate eye center detection8
Opti-CAM: Optimizing saliency maps for interpretability8
Adaptive feature denoising based deep convolutional network for single image super-resolution8
MKP-Net: Memory knowledge propagation network for point-supervised temporal action localization in livestreaming8
SASFNet: Soft-edge awareness and spatial-attention feedback deep network for blind image deblurring8
TEMSA:Text enhanced modal representation learning for multimodal sentiment analysis7
Dynamic mode decomposition via convolutional autoencoders for dynamics modeling in videos7
Conditioning diffusion models via attributes and semantic masks for face generation7
Continual learning on 3D point clouds with random compressed rehearsal7
Improving rare relation inferring for scene graph generation using bipartite graph network7
A vector quantized masked autoencoder for audiovisual speech emotion recognition7
Parametric kernels for artifact mitigation in patch-based image aggregation using generative models7
Distribution-aware contrastive learning for domain adaptation in 3D LiDAR segmentation7
Simultaneous image denoising and completion through convolutional sparse representation and nonlocal self-similarity7
Learning key lines for multi-object tracking7
Multimodal vs. unimodal approaches to uncertainty in 3D image segmentation under distribution shifts7
Cascading attention enhancement network for RGB-D indoor scene segmentation7
A closer look at branch classifiers of multi-exit architectures7
Modality mixer exploiting complementary information for multi-modal action recognition7
Sparse graph matching network for temporal language localization in videos7
CUFD: An encoder–decoder network for visible and infrared image fusion based on common and unique feature decomposition7
Domain adaptive multigranularity proposal network for text detection under extreme traffic scenes7
Detecting abnormality with separated foreground and background: Mutual Generative Adversarial Networks for video abnormal event detection7
Editorial Board7
Brain tumor image segmentation based on shuffle transformer-dynamic convolution and inception dilated convolution7
Progressive multi-scale fusion network for RGB-D salient object detection7
Dual adversarial model: Exploring low-dimensional space features for point clouds generating and completing7
Editorial Board7
Leaf cultivar identification via prototype-enhanced learning7
Disentangled generation network for enlarged license plate recognition and a unified dataset7
Blur aware metric depth estimation with multi-focus plenoptic cameras7
Editorial Board7
RSTC: Residual Swin Transformer Cascade to approximate Taylor expansion for image denoising7
Style transfer with diffusion models for synthetic-to-real domain adaptation7
Adaptive bias learning via gradient-based reweighting and constrained pruning for robust Visual Question Answering7
Font transformer for few-shot font generation7
Plug-and-Play video super-resolution using edge-preserving filtering7
2.5D visual relationship detection7
Invisible backdoor attack with attention and steganography7
Bypass network for semantics driven image paragraph captioning7
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