Multimedia Systems

Article	Citations
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	96
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	92
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	82
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	77
A visual question answering model based on image captioning	62
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	60
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	56
Dual convolutional neural network with attention for image blind denoising	55
The segmented UEC Food-100 dataset with benchmark experiment on food detection	52
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	43
Improving text-image cross-modal retrieval with contrastive loss	43
360° video quality assessment based on saliency-guided viewport extraction	42
User authentication method based on keystroke dynamics and mouse dynamics using HDA	42
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	40
Model-based portrait video compression with spatial constraint and adaptive pose processing	40
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	39
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	37
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	37
Towards domain adaptation underwater image enhancement and restoration	37
Recent advancement in haze removal approaches	36
SFRA: spatial fusion regression augmentation network for facial landmark detection	32
Segmentation-aware image super-resolution with generative adversarial networks	31
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	29
Dual-branch spectral–spatial feature extraction network for multispectral image compression	27
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	27

Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	25
Point cloud inpainting with normal-based feature matching	24
BENet: bi-directional enhanced network for image captioning	23
Real emotion seeker: recalibrating annotation for facial expression recognition	23
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	22
Game and reference: efficient policy making for epidemic prevention and control	22
A comparative study of color quantization methods using various image quality assessment indices	22
GVA: guided visual attention approach for automatic image caption generation	22
Weakly supervised anomaly detection with multi-level contextual modeling	21
A deep learning-based framework for detecting COVID-19 patients using chest X-rays	21
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	21
RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation	20
SoftBinReduce: data reduction for color quantization through soft binning	20
An automatic music generation method based on RSCLN_Transformer network	20
Inter-class distance enhanced prototypical network for few-shot text classification	20
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction	19
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder	19
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	18
Optimizing codebook training through control chart analysis	18
Improved SSD using deep multi-scale attention spatial–temporal features for action recognition	17
DMFTNet: dense multimodal fusion transfer network for free-space detection	17
Multi-view region proposal network predictive learning for tracking	17
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller	17
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	16
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	16
A verifiable variable threshold visual image secret sharing scheme	15
Efficient and self-adaptive rationale knowledge base for visual commonsense reasoning	15
RefinerHash: a new hashing-based re-ranking technique for image retrieval	15
Exploiting local detail in single image super-resolution via hypergraph convolution	15
Double-scale similarity with rich features for cross-modal retrieval	14
Workpiece tracking based on improved SiamFC++ and virtual dataset	14
A survey of multimodal federated learning: background, applications, and perspectives	14
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	14
Fast bilateral filter with spatial subsampling	14
Enhanced 3D reconstruction with all-neighbor-first philosophy and Ricci flow-based mesh smoothing approach	14
CMLCNet: medical image segmentation network based on convolution capsule encoder and multi-scale local co-occurrence	13
EDCM-EA: event prediction based on event development context mining considering event arguments	13
Scd-yolo: a novel object detection method for efficient road crack detection	13
Occluded scene text detection via context-awareness from sketch-level image representations	13
A plug-and-play image enhancement model for end-to-end object detection in low-light condition	13
Unsupervised cross-database micro-expression recognition based on distribution adaptation	13
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	13
A CNN-based scheme for COVID-19 detection with emergency services provisions using an optimal path planning	12
LPR: learning point-level temporal action localization through re-training	12
Automated brain tumor malignancy detection via 3D MRI using adaptive-3-D U-Net and heuristic-based deep neural network	12
Multimodal-enhanced hierarchical attention network for video captioning	12
Skeleton-based human activity recognition with wifi CSI using a hybrid approach combining convolutional neural network and long short term memory	12
RMVAE: one-class classification via divergence regularization and maximization mutual information	12
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	12
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	12

Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	11
Graph contrastive learning for recommendation with generative data augmentation	11
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer	11
Object detection of mural images based on improved YOLOv8	11
Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification	11
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution	11
Learning shared features from specific and ambiguous descriptions for text-based person search	11
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	11
Remote sensing image cloud removal based on multi-scale spatial information perception	10
Wireless multipath video transmission: when IoT video applications meet networking—a survey	10
Depth alignment interaction network for camouflaged object detection	10
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	10
Non-convex fractional-order TV model for image inpainting	10
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering	10
A comprehensive survey on human pose estimation approaches	10
Developing novel video coding model using modified dual-tree wavelet-based multi-resolution technique	10
Overcomplete-to-sparse representation learning for few-shot class-incremental learning	10
HandO: a hybrid 3D hand–object reconstruction model for unknown objects	10
3D human pose estimation method based on multi-constrained dilated convolutions	10
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	10
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning	10
Deepfake detection of occluded images using a patch-based approach	9
Text-centered cross-sample fusion network for multimodal sentiment analysis	9
GloFP-MSF: monocular scene flow estimation with global feature perception	9
Image quality measurement-based comparative analysis of illumination compensation methods for face image normalization	9
Polarity-aware attention network for image sentiment analysis	9
Facial action unit detection with emotion consistency: a cross-modal learning approach	9
Multi-level fine-grained center calibration network for unsupervised person re-identification	9
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray	9
Gicnet: global information capture network for visual place recognition	9
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution	9
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	9
3D model watermarking using surface integrals of generated random vector fields	9
You watch once more: a more effective CNN architecture for video spatio-temporal action localization	9
SADCL-Net: Sparse-driven Attention with Dual-Consistency Learning Network for Incomplete Multi-view Clustering	9
Practical 3D human skeleton tracking based on multi-view and multi-Kinect fusion	9
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model	9
EfficientFace: an efficient deep network with feature enhancement for accurate face detection	9
Bag of states: a non-sequential approach to video-based engagement measurement	9
Asymmetric exponential loss function for crack segmentation	9
DwiMark: a multiscale robust deep watermarking framework for diffusion-weighted imaging images	8
Dual-visual collaborative enhanced transformer for image captioning	8
Same-clothes person re-identification with dual-stream network	8
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	8
MGSAN: multimodal graph self-attention network for skeleton-based action recognition	8
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering	8
$$\hbox {DA}^2$$Net: a dual attention-aware network for robust crowd counting	8
User quality of experience estimation using social network analysis	8
Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos	8
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	8
Unsupervised single-image dehazing via self-guided inverse-retinex GAN	8
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	8
A Three-stage multimodal emotion recognition network based on text low-rank fusion	8
Local discriminative graph convolutional networks for text classification	8
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model	8
ST-GRU: spatiotemporal gated recurrent unit for video prediction	8
3D human pose estimation with multi-hypotheses gated transformer	8
Face attribute recognition via end-to-end weakly supervised regional location	8
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	8
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	8
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	8
Compact twice fusion network for edge detection	8
Prior-based bi-encoder transformer for underwater image enhancement	7
Recognition of miner action and violation behavior based on the ANODE-GCN model	7
Special issue on data-driven personalisation of television content	7
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models	7
DRL-based transmission control for QoE guaranteed transmission efficiency optimization in tile-based panoramic video streaming	7
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	7
Indirect visual–semantic alignment for generalized zero-shot recognition	7
Lightweight dual-path octave generative adversarial networks for few-shot image generation	7
HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection	7
Estimating visibility via differential regression network	7
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	7
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	7
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	7
Multi-granular dynamic interaction network for multimodal sarcasm detection	7
Adversarial training in logit space against tiny perturbations	7
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module	7
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	7
Generating generalized zero-shot learning based on dual-path feature enhancement	7

An improved algorithm of video quality assessment by danmaku analysis	7
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	6
Multiscale geometric window transformer for orthodontic teeth point cloud registration	6
Spatial attention-guided deformable fusion network for salient object detection	6
An efficient federated learning method based on enhanced classification-GAN for medical image classification	6
Channel modulus normalization for CNN image classification	6
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition	6
A cross-view geo-localization method guided by relation-aware global attention	6
Music genre classification based on auditory image, spectral and acoustic features	6
Hybrid embedding for multimodal few-frame action recognition	6
Personalized time-sync comment generation based on a multimodal transformer	6
Exploring multi-dimensional interests for session-based recommendation	6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	6
A novel SPLIT-SIM approach for efficient image retrieval	6
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	6
Map modeling for full body gesture using flex sensor and machine learning algorithms	6
CAFIN: cross-attention based face image repair network	6
Link prediction in social networks using hyper-motif representation on hypergraph	6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	6
Automatic segmentation of melanoma skin cancer using transfer learning and fine-tuning	6
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	6
YOLO-ERF: lightweight object detector for UAV aerial images	6
Composite makeup transfer model based on generative adversarial networks	6
Role of deep learning models and analytics in industrial multimedia environment	6
Irregular feature enhancer for low-dose CT denoising	6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	6
Propagating prior information with transformer for robust visual object tracking	6
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	6
Fast-colorfool: faster and more transferable semantic adversarial attack with complementary colors and cumulative perturbation	6
Unsupervised adversarial image retrieval	6
DATaR: Depth Augmented Target Redetection using Kernelized Correlation Filter	5
Dual-focus: person search from Coarse-Grained Focus to Fine-Grained Focus	5
Prior tissue knowledge-driven contrastive learning for brain CT report generation	5
LCFormer: linear complexity transformer for efficient image super-resolution	5
Locally controllable network based on visual–linguistic relation alignment for text-to-image generation	5
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	5
ITrans: generative image inpainting with transformers	5
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	5
Editorial note for few-shot learning for intelligent multimedia systems	5
Full reference image quality assessment based on dual-space multi-feature fusion	5
A two-stage forgery detection and localization framework based on feature classification and similarity metric	5
Attention U-Net based on multi-scale feature extraction and WSDAN data augmentation for video anomaly detection	5
A multi-scale feature fusion spatial–channel attention model for background subtraction	5
Prometheus: an efficient federated collaborative learning framework for coevolution of edge-cloud heterogeneous models	5
A weakly supervised pavement crack segmentation based on adversarial learning and transformers	5
A multi-scale no-reference video quality assessment method based on transformer	5
Image and audio caps: automated captioning of background sounds and images using deep learning	5
Layer-wise enhanced transformer with multi-modal fusion for image caption	5
IOPCNet: inner and outer point classification based low overlap rate local-to-global point cloud registration	5
LET-Net: locally enhanced transformer network for medical image segmentation	5
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	5
Sat-DehazeGAN: an efficient dehazing model in water-sky background for river-sea transport	5
From coarse to fine: a two-stage common semantic space construction for unpaired cross modal retrieval	5
Mixed multi-scale residual attention networks for single image super-resolution reconstruction	5
Topic-guided multi-domain fake news detection	5
Hierarchical bi-directional conceptual interaction for text-video retrieval	5
A MADDPG-based multi-agent antagonistic algorithm for sea battlefield confrontation	5
CLDE-Net: crowd localization and density estimation based on CNN and transformer network	5
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	5
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	5
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles	5
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion	5
Exemplar-guided low-light image enhancement	5
Exploring granularity-associated invariance features for text-to-image person re-identification	5
Food nutrition estimation with RGB-D fusion module and bidirectional feature pyramid network	5
BotICC: enhancing social bot detection through implicit connection computation	4
PillarVTP: vehicle trajectory prediction method based on local point cloud aggregation and receptive field expansion	4
Semantic embedding: scene image classification using scene-specific objects	4
WPELip: enhance lip reading with word-prior information	4
Numerical computation based few-shot learning for intelligent sea surface temperature prediction	4
TFA-CNN: an efficient method for dealing with crowding and noise problems in crowd counting	4
Multi-window Transformer parallel fusion feature pyramid network for pedestrian orientation detection	4
Robust Grassmann manifold convex hull collaborative representation learning and its kernel extension for image set analysis	4
A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions	4
Learning multi-scale features automatically from food and ingredients	4
Design and implementation of a real-time face recognition system based on artificial intelligence techniques	4
UMPA: Unified multi-modal prompt with adapter for vision-language models	4
Breast density measurement methods on mammograms: a review	4
Vehicle lane change behavior recognition based on multi-scale three-stream 3D ResNets	4
MCLEMCD: multimodal collaborative learning encoder for enhanced music classification from dances	4
A low-overhead compressed sensing-driven multi-party secret image sharing scheme	4
VoxSeP: semi-positive voxels assist self-supervised 3D medical segmentation	4
Blind quality evaluation for tone-mapped images by exploiting statistical characteristics and deep perceptual features	4
Artistic image adversarial attack via style perturbation	4
MLKD-CLIP: Multi-layer Feature Knowledge Distillation of CLIP for Open-vocabulary Action Recognition	4
View adjustment: helping users improve photographic composition	4
MT-ASM: a multi-task attention strengthening model for fine-grained object recognition	4
Identification of haploid and diploid maize seeds using hybrid transformer model	4
MSCFF-Net: multi-scale context feature fusion network for polyp segmentation	4
Global semantic space feature fusion for multi-view clustering	4
Microblog sentiment analysis via user representative relationship under multi-interaction hybrid neural networks	4
PAGN: perturbation adaption generation network for point cloud adversarial defense	4
Image aesthetics assessment using composite features from transformer and CNN	4
Coordinate-aligned multi-camera collaboration for active multi-object tracking	4
A distribution-aware 2D multi-person pose estimation method with attention mechanisms	4