Multimedia Systems

Article	Citations
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	94
360° video quality assessment based on saliency-guided viewport extraction	91
Model-based portrait video compression with spatial constraint and adaptive pose processing	80
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	79
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	78
A visual question answering model based on image captioning	75
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	75
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	72
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	57
Point cloud inpainting with normal-based feature matching	53
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	49
Improving text-image cross-modal retrieval with contrastive loss	48
Real emotion seeker: recalibrating annotation for facial expression recognition	47
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	39
Dual convolutional neural network with attention for image blind denoising	38
User authentication method based on keystroke dynamics and mouse dynamics using HDA	38
Towards domain adaptation underwater image enhancement and restoration	38
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	37
GVA: guided visual attention approach for automatic image caption generation	36
SFRA: spatial fusion regression augmentation network for facial landmark detection	33
Recent advancement in haze removal approaches	33
The segmented UEC Food-100 dataset with benchmark experiment on food detection	32
A comparative study of color quantization methods using various image quality assessment indices	32
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	32

Segmentation-aware image super-resolution with generative adversarial networks	29
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	25
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	25
Dual-branch spectral–spatial feature extraction network for multispectral image compression	23
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	23
BENet: bi-directional enhanced network for image captioning	22
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	22
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	21
Game and reference: efficient policy making for epidemic prevention and control	21
Special issue on low complexity methods for multimedia security	21
Weakly supervised anomaly detection with multi-level contextual modeling	20
A deep learning-based framework for detecting COVID-19 patients using chest X-rays	20
Inter-class distance enhanced prototypical network for few-shot text classification	20
SoftBinReduce: data reduction for color quantization through soft binning	19
RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation	19
An automatic music generation method based on RSCLN_Transformer network	18
Fast bilateral filter with spatial subsampling	18
Optimizing codebook training through control chart analysis	18
Scale-aware attention-based multi-resolution representation for multi-person pose estimation	18
Improved SSD using deep multi-scale attention spatial–temporal features for action recognition	17
Exploiting local detail in single image super-resolution via hypergraph convolution	17
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	17
RefinerHash: a new hashing-based re-ranking technique for image retrieval	16
Efficient and self-adaptive rationale knowledge base for visual commonsense reasoning	16
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	16
Multi-view region proposal network predictive learning for tracking	16
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction	16
DMFTNet: dense multimodal fusion transfer network for free-space detection	16
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller	16
Double-scale similarity with rich features for cross-modal retrieval	15
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	15
A survey of multimodal federated learning: background, applications, and perspectives	15
Prediction model using SMOTE, genetic algorithm and decision tree (PMSGD) for classification of diabetes mellitus	15
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	14
Unsupervised cross-database micro-expression recognition based on distribution adaptation	14
3D human pose estimation method based on multi-constrained dilated convolutions	14
Graph contrastive learning for recommendation with generative data augmentation	14
Depth alignment interaction network for camouflaged object detection	13
A plug-and-play image enhancement model for end-to-end object detection in low-light condition	13
Learning shared features from specific and ambiguous descriptions for text-based person search	13
Occluded scene text detection via context-awareness from sketch-level image representations	13
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	12
EDCM-EA: event prediction based on event development context mining considering event arguments	12
Workpiece tracking based on improved SiamFC++ and virtual dataset	12
Object detection of mural images based on improved YOLOv8	12
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution	12
Attention based video captioning framework for Hindi	12
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	12
Automated brain tumor malignancy detection via 3D MRI using adaptive-3-D U-Net and heuristic-based deep neural network	12

Skeleton-based human activity recognition with wifi CSI using a hybrid approach combining convolutional neural network and long short term memory	11
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	11
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	11
LPR: learning point-level temporal action localization through re-training	11
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	11
Multimodal-enhanced hierarchical attention network for video captioning	11
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	11
Scd-yolo: a novel object detection method for efficient road crack detection	11
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer	11
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	10
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	10
Bag of states: a non-sequential approach to video-based engagement measurement	10
A CNN-based scheme for COVID-19 detection with emergency services provisions using an optimal path planning	10
Overcomplete-to-sparse representation learning for few-shot class-incremental learning	10
A comprehensive survey on human pose estimation approaches	10
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering	10
HandO: a hybrid 3D hand–object reconstruction model for unknown objects	10
RMVAE: one-class classification via divergence regularization and maximization mutual information	10
SADCL-Net: Sparse-driven Attention with Dual-Consistency Learning Network for Incomplete Multi-view Clustering	10
Wireless multipath video transmission: when IoT video applications meet networking—a survey	10
Developing novel video coding model using modified dual-tree wavelet-based multi-resolution technique	10
3D model watermarking using surface integrals of generated random vector fields	9
Deepfake detection of occluded images using a patch-based approach	9
Polarity-aware attention network for image sentiment analysis	9
Gicnet: global information capture network for visual place recognition	9
Facial action unit detection with emotion consistency: a cross-modal learning approach	9
Asymmetric exponential loss function for crack segmentation	9
Text-centered cross-sample fusion network for multimodal sentiment analysis	9
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning	9
Multi-level fine-grained center calibration network for unsupervised person re-identification	9
Practical 3D human skeleton tracking based on multi-view and multi-Kinect fusion	9
You watch once more: a more effective CNN architecture for video spatio-temporal action localization	9
Remote sensing image cloud removal based on multi-scale spatial information perception	9
Non-convex fractional-order TV model for image inpainting	9
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution	8
Image quality measurement-based comparative analysis of illumination compensation methods for face image normalization	8
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	8
EfficientFace: an efficient deep network with feature enhancement for accurate face detection	8
Compact twice fusion network for edge detection	8
DwiMark: a multiscale robust deep watermarking framework for diffusion-weighted imaging images	8
GloFP-MSF: monocular scene flow estimation with global feature perception	8
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model	8
$$\hbox {DA}^2$$Net: a dual attention-aware network for robust crowd counting	8
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	8
Local discriminative graph convolutional networks for text classification	8
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	8
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model	8
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray	8
User quality of experience estimation using social network analysis	8
Same-clothes person re-identification with dual-stream network	8
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	8
MGSAN: multimodal graph self-attention network for skeleton-based action recognition	8
Estimating visibility via differential regression network	7
Adversarial training in logit space against tiny perturbations	7
Recognition of miner action and violation behavior based on the ANODE-GCN model	7
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	7
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering	7
A Three-stage multimodal emotion recognition network based on text low-rank fusion	7
Face attribute recognition via end-to-end weakly supervised regional location	7
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	7
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	7
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	7
HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection	7
Dual-visual collaborative enhanced transformer for image captioning	7
Unsupervised single-image dehazing via self-guided inverse-retinex GAN	7
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	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
Generating generalized zero-shot learning based on dual-path feature enhancement	7
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	7
3D human pose estimation with multi-hypotheses gated transformer	7
Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos	7
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module	7
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	6
Automatic segmentation of melanoma skin cancer using transfer learning and fine-tuning	6
Link prediction in social networks using hyper-motif representation on hypergraph	6
CAFIN: cross-attention based face image repair network	6
Irregular feature enhancer for low-dose CT denoising	6
Personalized time-sync comment generation based on a multimodal transformer	6

Fast-colorfool: faster and more transferable semantic adversarial attack with complementary colors and cumulative perturbation	6
Lightweight dual-path octave generative adversarial networks for few-shot image generation	6
Indirect visual–semantic alignment for generalized zero-shot recognition	6
YOLO-ERF: lightweight object detector for UAV aerial images	6
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	6
A cross-view geo-localization method guided by relation-aware global attention	6
Propagating prior information with transformer for robust visual object tracking	6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	6
Map modeling for full body gesture using flex sensor and machine learning algorithms	6
Hybrid embedding for multimodal few-frame action recognition	6
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	6
An improved algorithm of video quality assessment by danmaku analysis	6
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	6
Music genre classification based on auditory image, spectral and acoustic features	6
Multi-granular dynamic interaction network for multimodal sarcasm detection	6
Channel modulus normalization for CNN image classification	6
Multiscale geometric window transformer for orthodontic teeth point cloud registration	6
Exploring multi-dimensional interests for session-based recommendation	6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	6
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition	6
Unsupervised adversarial image retrieval	6
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	6
A MADDPG-based multi-agent antagonistic algorithm for sea battlefield confrontation	5
ITrans: generative image inpainting with transformers	5
Spatial attention-guided deformable fusion network for salient object detection	5
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	5
A novel SPLIT-SIM approach for efficient image retrieval	5
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion	5
Sat-DehazeGAN: an efficient dehazing model in water-sky background for river-sea transport	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
Image and audio caps: automated captioning of background sounds and images using deep learning	5
LET-Net: locally enhanced transformer network for medical image segmentation	5
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	5
An efficient federated learning method based on enhanced classification-GAN for medical image classification	5
Layer-wise enhanced transformer with multi-modal fusion for image caption	5
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	5
Exemplar-guided low-light image enhancement	5
Exploring granularity-associated invariance features for text-to-image person re-identification	5
LCFormer: linear complexity transformer for efficient image super-resolution	5
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	5
Composite makeup transfer model based on generative adversarial networks	5
Role of deep learning models and analytics in industrial multimedia environment	5
Code generation from a graphical user interface via attention-based encoder–decoder model	5
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles	5
Mmy-net: a multimodal network exploiting image and patient metadata for simultaneous segmentation and diagnosis	5
BCRA: bidirectional cross-modal implicit relation reasoning and aligning for text-to-image person retrieval	5
IOPCNet: inner and outer point classification based low overlap rate local-to-global point cloud registration	5
Topic-guided multi-domain fake news detection	4
Pinyin-to-Chinese conversion on sentence-level for domain-specific applications using self-attention model	4
Hybrid features and semantic reinforcement network for image forgery detection	4
Triple-level relationship enhanced transformer for image captioning	4
A multi-level feature weight fusion model for salient object detection	4
Infant head and brain segmentation from magnetic resonance images using fusion-based deep learning strategies	4
Prior tissue knowledge-driven contrastive learning for brain CT report generation	4
A novel exponent–sine–cosine chaos map-based multiple-image encryption technique	4
Facial expression recognition via joint loss constraining attention-modulated contextual spatial information network	4
Adaptive region assisted GAN for image steganography	4
Breast density measurement methods on mammograms: a review	4
Radlora: a smart low-rank adaptive approach for radiological image classification	4
Image compression and encryption algorithm based on 2D compressive sensing and hyperchaotic system	4
A two-stage forgery detection and localization framework based on feature classification and similarity metric	4
Multi-branch feature fusion and refinement network for salient object detection	4
PillarVTP: vehicle trajectory prediction method based on local point cloud aggregation and receptive field expansion	4
Personalized music recommendation algorithm based on machine learning	4
Collaborative multi-knowledge distillation under the influence of softmax regression representation	4
A multi-scale feature fusion spatial–channel attention model for background subtraction	4
Identification of haploid and diploid maize seeds using hybrid transformer model	4
Dual-focus: person search from Coarse-Grained Focus to Fine-Grained Focus	4
A multi-scale no-reference video quality assessment method based on transformer	4
DATaR: Depth Augmented Target Redetection using Kernelized Correlation Filter	4
Modeling the non-uniform retinal perception for viewport-dependent streaming of immersive video	4
ED-YOLO: an object detection algorithm for drone imagery focusing on edge information and small object features	4
Meta-relationship for course recommendation in MOOCs	4
IS-DGM: an improved steganography method based on a deep generative model and hyper logistic map encryption via social media networks	4
Food nutrition estimation with RGB-D fusion module and bidirectional feature pyramid network	4
From coarse to fine: multi-level feature fusion network for fine-grained image retrieval	4
Comprehensive systematic review on virtual reality for cultural heritage practices: coherent taxonomy and motivations	4
Deep learning in multimedia healthcare applications: a review	4
Weighted sparse gradient reconstruction model with a robust fidelity for edge-aware image smoothing	4
Segmentation and recognition of filed sweet pepper based on improved self-attention convolutional neural networks	4
PointSGLN: a novel point cloud classification network based on sampling grouping and local point normalization	4
Locally controllable network based on visual–linguistic relation alignment for text-to-image generation	4
MT-ASM: a multi-task attention strengthening model for fine-grained object recognition	4
Hierarchical bi-directional conceptual interaction for text-video retrieval	4
CLDE-Net: crowd localization and density estimation based on CNN and transformer network	4
Dynamical semantic enhancement network for continuous sign language recognition	4
Deep learning and evolutionary intelligence with fusion-based feature extraction for detection of COVID-19 from chest X-ray images	4
Edge-preserving image denoising using noise-enhanced patch-based non-local means	4
Design and implementation of a real-time face recognition system based on artificial intelligence techniques	4
A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions	4
From coarse to fine: a two-stage common semantic space construction for unpaired cross modal retrieval	4
Refinecurvelane: lane detection with B-spline curve in a layer-by-layer refinement manner	4
Learning effective embedding for automated COVID-19 prediction from chest X-ray images	4