Multimedia Systems

Article	Citations
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	97
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	85
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	78
A visual question answering model based on image captioning	67
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	64
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	62
Recent advancement in haze removal approaches	57
Face and voice cross-modal association with learning convex feature embedding	55
The segmented UEC Food-100 dataset with benchmark experiment on food detection	44
Improving text-image cross-modal retrieval with contrastive loss	44
User authentication method based on keystroke dynamics and mouse dynamics using HDA	44
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	43
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	43
GVA: guided visual attention approach for automatic image caption generation	40
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	38
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	38
SFRA: spatial fusion regression augmentation network for facial landmark detection	38
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	38
Segmentation-aware image super-resolution with generative adversarial networks	37
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	33
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	31
Dual-branch spectral–spatial feature extraction network for multispectral image compression	29
Model-based portrait video compression with spatial constraint and adaptive pose processing	27
360° video quality assessment based on saliency-guided viewport extraction	27
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	26

Towards domain adaptation underwater image enhancement and restoration	24
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	23
Point cloud inpainting with normal-based feature matching	23
A comparative study of color quantization methods using various image quality assessment indices	23
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	23
BENet: bi-directional enhanced network for image captioning	23
Real emotion seeker: recalibrating annotation for facial expression recognition	22
Dual convolutional neural network with attention for image blind denoising	22
Game and reference: efficient policy making for epidemic prevention and control	21
Weakly supervised anomaly detection with multi-level contextual modeling	21
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	21
SoftBinReduce: data reduction for color quantization through soft binning	20
Inter-class distance enhanced prototypical network for few-shot text classification	20
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	17
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction	17
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder	17
Optimizing codebook training through control chart analysis	17
CCM-Net: image splicing localization network based on context-aware and cross-domain multi-scale fusion	17
DMFTNet: dense multimodal fusion transfer network for free-space detection	17
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller	16
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	16
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	15
Multi-view region proposal network predictive learning for tracking	15
A verifiable variable threshold visual image secret sharing scheme	15
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	15
Fast bilateral filter with spatial subsampling	15
Exploiting local detail in single image super-resolution via hypergraph convolution	15
RefinerHash: a new hashing-based re-ranking technique for image retrieval	15
A deep learning-based framework for detecting COVID-19 patients using chest X-rays	14
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	14
Efficient and self-adaptive rationale knowledge base for visual commonsense reasoning	14
Double-scale similarity with rich features for cross-modal retrieval	14
A survey of multimodal federated learning: background, applications, and perspectives	14
Workpiece tracking based on improved SiamFC++ and virtual dataset	14
CMLCNet: medical image segmentation network based on convolution capsule encoder and multi-scale local co-occurrence	13
Occluded scene text detection via context-awareness from sketch-level image representations	13
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	13
Enhanced 3D reconstruction with all-neighbor-first philosophy and Ricci flow-based mesh smoothing approach	13
A plug-and-play image enhancement model for end-to-end object detection in low-light condition	13
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	13
Unsupervised cross-database micro-expression recognition based on distribution adaptation	13
EDCM-EA: event prediction based on event development context mining considering event arguments	13
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	12
RMVAE: one-class classification via divergence regularization and maximization mutual information	12
LPR: learning point-level temporal action localization through re-training	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
Graph contrastive learning for recommendation with generative data augmentation	11
3D human pose estimation method based on multi-constrained dilated convolutions	11

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

Hybrid embedding for multimodal few-frame action recognition	7
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	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
Personalized time-sync comment generation based on a multimodal transformer	6
Link prediction in social networks using hyper-motif representation on hypergraph	6
Music genre classification based on auditory image, spectral and acoustic features	6
An efficient federated learning method based on enhanced classification-GAN for medical image classification	6
Channel modulus normalization for CNN image classification	6
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	6
Multiscale geometric window transformer for orthodontic teeth point cloud registration	6
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	6
IOPCNet: inner and outer point classification based low overlap rate local-to-global point cloud registration	6
Composite makeup transfer model based on generative adversarial networks	6
Role of deep learning models and analytics in industrial multimedia environment	6
CAFIN: cross-attention based face image repair network	6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	6
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	6
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	6
A cross-view geo-localization method guided by relation-aware global attention	6
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition	6
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	6
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	6
Full reference image quality assessment based on dual-space multi-feature fusion	6
Spatial attention-guided deformable fusion network for salient object detection	6
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	6
Propagating prior information with transformer for robust visual object tracking	6
Exploring multi-dimensional interests for session-based recommendation	6
YOLO-ERF: lightweight object detector for UAV aerial images	6
Automatic segmentation of melanoma skin cancer using transfer learning and fine-tuning	6
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	6
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion	6
Irregular feature enhancer for low-dose CT denoising	6
A weakly supervised pavement crack segmentation based on adversarial learning and transformers	6
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles	6
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	6
A novel SPLIT-SIM approach for efficient image retrieval	6
Map modeling for full body gesture using flex sensor and machine learning algorithms	6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	6
Dual-focus: person search from Coarse-Grained Focus to Fine-Grained Focus	5
LET-Net: locally enhanced transformer network for medical image segmentation	5
LCFormer: linear complexity transformer for efficient image super-resolution	5
Modeling the non-uniform retinal perception for viewport-dependent streaming of immersive video	5
Segmentation and recognition of filed sweet pepper based on improved self-attention convolutional neural networks	5
Comprehensive systematic review on virtual reality for cultural heritage practices: coherent taxonomy and motivations	5
Multi-branch feature fusion and refinement network for salient object detection	5
Personalized music recommendation algorithm based on machine learning	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
Hierarchical bi-directional conceptual interaction for text-video retrieval	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
ITrans: generative image inpainting with transformers	5
Exploring granularity-associated invariance features for text-to-image person re-identification	5
DATaR: Depth Augmented Target Redetection using Kernelized Correlation Filter	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
A novel exponent–sine–cosine chaos map-based multiple-image encryption technique	5
CLDE-Net: crowd localization and density estimation based on CNN and transformer network	5
Learning effective embedding for automated COVID-19 prediction from chest X-ray images	5
Food nutrition estimation with RGB-D fusion module and bidirectional feature pyramid network	5
A multi-level feature weight fusion model for salient object detection	5
Dynamical semantic enhancement network for continuous sign language recognition	5
Prior tissue knowledge-driven contrastive learning for brain CT report generation	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
Mpv-pcqa: multimodal no-reference point cloud quality assessment via point cloud and captured dynamic video	5
Locally controllable network based on visual–linguistic relation alignment for text-to-image generation	5
A multi-scale feature fusion spatial–channel attention model for background subtraction	5
A two-stage forgery detection and localization framework based on feature classification and similarity metric	5
Collaborative point cloud geometry compression for both human vision and machine vision	5
Deep learning in multimedia healthcare applications: a review	5
A MADDPG-based multi-agent antagonistic algorithm for sea battlefield confrontation	5
Topic-guided multi-domain fake news detection	5
Attention U-Net based on multi-scale feature extraction and WSDAN data augmentation for video anomaly detection	5
Prometheus: an efficient federated collaborative learning framework for coevolution of edge-cloud heterogeneous models	5
A multi-scale no-reference video quality assessment method based on transformer	5
Exemplar-guided low-light image enhancement	5
Global texture sensitive convolutional transformer for medical image steganalysis	4
Semantic embedding: scene image classification using scene-specific objects	4
Weighted sparse gradient reconstruction model with a robust fidelity for edge-aware image smoothing	4
Blind quality evaluation for tone-mapped images by exploiting statistical characteristics and deep perceptual features	4
Multi-window Transformer parallel fusion feature pyramid network for pedestrian orientation detection	4
PAGN: perturbation adaption generation network for point cloud adversarial defense	4
Vehicle lane change behavior recognition based on multi-scale three-stream 3D ResNets	4
TFA-CNN: an efficient method for dealing with crowding and noise problems in crowd counting	4
A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions	4
Meta-relationship for course recommendation in MOOCs	4
Microblog sentiment analysis via user representative relationship under multi-interaction hybrid neural networks	4
MSCFF-Net: multi-scale context feature fusion network for polyp segmentation	4
MCLEMCD: multimodal collaborative learning encoder for enhanced music classification from dances	4
Artistic image adversarial attack via style perturbation	4
VoxSeP: semi-positive voxels assist self-supervised 3D medical segmentation	4
A low-overhead compressed sensing-driven multi-party secret image sharing scheme	4