Multimedia Systems

Article	Citations
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	109
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	88
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	79
A visual question answering model based on image captioning	72
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	67
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	66
360° video quality assessment based on saliency-guided viewport extraction	58
Model-based portrait video compression with spatial constraint and adaptive pose processing	58
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	49
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	46
SFRA: spatial fusion regression augmentation network for facial landmark detection	45
Segmentation-aware image super-resolution with generative adversarial networks	44
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	40
User authentication method based on keystroke dynamics and mouse dynamics using HDA	39
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	39
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	38
Improving text-image cross-modal retrieval with contrastive loss	38
The segmented UEC Food-100 dataset with benchmark experiment on food detection	37
Face and voice cross-modal association with learning convex feature embedding	34
GVA: guided visual attention approach for automatic image caption generation	31
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	29
Towards domain adaptation underwater image enhancement and restoration	28
BENet: bi-directional enhanced network for image captioning	27
Dual convolutional neural network with attention for image blind denoising	26
Real emotion seeker: recalibrating annotation for facial expression recognition	26

Point cloud inpainting with normal-based feature matching	26
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	25
A comparative study of color quantization methods using various image quality assessment indices	24
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	24
On-line monitoring of structural performance of scraper conveyor driven by digital twin	23
ConASD: Contrastive Few Shot Learning for Detecting Autism Spectrum Disorder via Eye Tracking Scanpath	23
SFFN-YOLO for small object detection in aerial images	23
DiffRA: universal restorative adversarial attack based on diffusion model	22
Dual-branch spectral–spatial feature extraction network for multispectral image compression	21
CHCoT-MSLU: a coupled hierarchical chain-of-thought prompt learning model for multi-intent spoken language understanding	21
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	21
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	20
Recent advancement in haze removal approaches	20
Game and reference: efficient policy making for epidemic prevention and control	18
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	18
RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation	17
Inter-class distance enhanced prototypical network for few-shot text classification	17
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction	17
Weakly supervised anomaly detection with multi-level contextual modeling	17
SoftBinReduce: data reduction for color quantization through soft binning	17
DMFTNet: dense multimodal fusion transfer network for free-space detection	16
CCM-Net: image splicing localization network based on context-aware and cross-domain multi-scale fusion	16
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder	15
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	15
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	15
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller	15
Design and evaluation of a serious game in virtual reality to increase empathy towards students with phonological dyslexia	15
Optimizing codebook training through control chart analysis	15
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	15
Enhanced target recognition and localization using binocular vision and infrared thermal imaging	15
Big-LITTLE-Net: a dual-branch network for small UAV detection	15
Multi-view region proposal network predictive learning for tracking	15
Exploiting local detail in single image super-resolution via hypergraph convolution	15
Fast bilateral filter with spatial subsampling	14
Efficient and self-adaptive rationale knowledge base for visual commonsense reasoning	14
A deep learning-based framework for detecting COVID-19 patients using chest X-rays	14
A verifiable variable threshold visual image secret sharing scheme	14
RefinerHash: a new hashing-based re-ranking technique for image retrieval	14
A survey of multimodal federated learning: background, applications, and perspectives	14
An automatic music generation method based on RSCLN_Transformer network	14
Unsupervised cross-database micro-expression recognition based on distribution adaptation	13
Occluded scene text detection via context-awareness from sketch-level image representations	13
Enhanced 3D reconstruction with all-neighbor-first philosophy and Ricci flow-based mesh smoothing approach	13
Workpiece tracking based on improved SiamFC++ and virtual dataset	13
Double-scale similarity with rich features for cross-modal retrieval	13
CMLCNet: medical image segmentation network based on convolution capsule encoder and multi-scale local co-occurrence	13
Skeleton-based human activity recognition with wifi CSI using a hybrid approach combining convolutional neural network and long short term memory	12
EDCM-EA: event prediction based on event development context mining considering event arguments	12
Multimodal-enhanced hierarchical attention network for video captioning	12
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	12

PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	12
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	12
Scd-yolo: a novel object detection method for efficient road crack detection	12
A plug-and-play image enhancement model for end-to-end object detection in low-light condition	12
3D human pose estimation method based on multi-constrained dilated convolutions	11
Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification	11
Automated brain tumor malignancy detection via 3D MRI using adaptive-3-D U-Net and heuristic-based deep neural network	11
RMVAE: one-class classification via divergence regularization and maximization mutual information	11
Graph contrastive learning for recommendation with generative data augmentation	11
Object detection of mural images based on improved YOLOv8	11
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	11
Wireless multipath video transmission: when IoT video applications meet networking—a survey	11
Learning shared features from specific and ambiguous descriptions for text-based person search	11
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution	10
Depth alignment interaction network for camouflaged object detection	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
A comprehensive survey on human pose estimation approaches	10
LPR: learning point-level temporal action localization through re-training	10
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	10
PDSRN: a progressive distillation network for generalizable single image super-resolution	10
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering	10
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning	10
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	10
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer	10
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	10
Developing novel video coding model using modified dual-tree wavelet-based multi-resolution technique	10
Facial action unit detection with emotion consistency: a cross-modal learning approach	10
Deepfake detection of occluded images using a patch-based approach	9
Polarity-aware attention network for image sentiment analysis	9
Multi-level fine-grained center calibration network for unsupervised person re-identification	9
Gicnet: global information capture network for visual place recognition	9
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	9
Remote sensing image cloud removal based on multi-scale spatial information perception	9
Practical 3D human skeleton tracking based on multi-view and multi-Kinect fusion	9
Non-convex fractional-order TV model for image inpainting	9
You watch once more: a more effective CNN architecture for video spatio-temporal action localization	9
Synthetic shadows: the interplay of forensic detection and anti-forensic techniques in GAN-generated images	9
Tb-mmrd: transformer-based multi-modal election rumor detection with agreement-aware gating and semantic fusion	9
GloFP-MSF: monocular scene flow estimation with global feature perception	9
Bag of states: a non-sequential approach to video-based engagement measurement	9
Asymmetric exponential loss function for crack segmentation	9
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray	9
Text-centered cross-sample fusion network for multimodal sentiment analysis	9
3D model watermarking using surface integrals of generated random vector fields	9
SADCL-Net: Sparse-driven Attention with Dual-Consistency Learning Network for Incomplete Multi-view Clustering	9
Face attribute recognition via end-to-end weakly supervised regional location	8
A Three-stage multimodal emotion recognition network based on text low-rank fusion	8
Compact twice fusion network for edge detection	8
User quality of experience estimation using social network analysis	8
Dual-visual collaborative enhanced transformer for image captioning	8
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	8
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	8
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	8
Unsupervised single-image dehazing via self-guided inverse-retinex GAN	8
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model	8
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	8
3D human pose estimation with multi-hypotheses gated transformer	8
ST-GRU: spatiotemporal gated recurrent unit for video prediction	8
Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos	8
Image quality measurement-based comparative analysis of illumination compensation methods for face image normalization	8
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model	8
Hfffap-net: unsupervised fundus image enhancement with high-frequency feature fusion and artifact processing	8
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	8
Local discriminative graph convolutional networks for text classification	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
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	8
EfficientFace: an efficient deep network with feature enhancement for accurate face detection	8
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution	8
DRL-based transmission control for QoE guaranteed transmission efficiency optimization in tile-based panoramic video streaming	7
Special issue on data-driven personalisation of television content	7
Generating generalized zero-shot learning based on dual-path feature enhancement	7
An improved algorithm of video quality assessment by danmaku analysis	7
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	7
Teaching authentic sign language through multiple representation learning	7
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	7
Estimating visibility via differential regression network	7
Same-clothes person re-identification with dual-stream network	7

HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection	7
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	7
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module	7
Dual attention transformer with adaptive frequency enhancement for real-world Chinese–English scene text image super-resolution	7
Adversarial training in logit space against tiny perturbations	7
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models	7
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	7
Recognition of miner action and violation behavior based on the ANODE-GCN model	7
Indirect visual–semantic alignment for generalized zero-shot recognition	7
YOLO-ERF: lightweight object detector for UAV aerial images	7
Multimodal large language model enhancement network for multimodal sentiment analysis	7
Role of deep learning models and analytics in industrial multimedia environment	6
Link prediction in social networks using hyper-motif representation on hypergraph	6
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition	6
Hybrid embedding for multimodal few-frame action recognition	6
Multi-granular dynamic interaction network for multimodal sarcasm detection	6
CAPTCHA farm detection and user authentication via mouse-trajectory similarity measurement	6
LCFormer: linear complexity transformer for efficient image super-resolution	6
Personalized time-sync comment generation based on a multimodal transformer	6
A cross-view geo-localization method guided by relation-aware global attention	6
Exploring multi-dimensional interests for session-based recommendation	6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	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
Prior-based bi-encoder transformer for underwater image enhancement	6
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	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
Map modeling for full body gesture using flex sensor and machine learning algorithms	6
Mpv-pcqa: multimodal no-reference point cloud quality assessment via point cloud and captured dynamic video	6
Music genre classification based on auditory image, spectral and acoustic features	6
Irregular feature enhancer for low-dose CT denoising	6
Full reference image quality assessment based on dual-space multi-feature fusion	6
CAFIN: cross-attention based face image repair network	6
A novel SPLIT-SIM approach for efficient image retrieval	6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	6
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	6
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	6
Unsupervised adversarial image retrieval	6
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	6
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	6
Composite makeup transfer model based on generative adversarial networks	6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	6
Channel modulus normalization for CNN image classification	6
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	6
Propagating prior information with transformer for robust visual object tracking	6
From coarse to fine: a two-stage common semantic space construction for unpaired cross modal retrieval	5
Editorial note for few-shot learning for intelligent multimedia systems	5
Mixed multi-scale residual attention networks for single image super-resolution reconstruction	5
Multiscale geometric window transformer for orthodontic teeth point cloud registration	5
Locally controllable network based on visual–linguistic relation alignment for text-to-image generation	5
ITrans: generative image inpainting with transformers	5
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion	5
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	5
A prompt-based dual-layer cross-modal distillation learning method for aspect-based sentiment analysis	5
Dual-focus: person search from Coarse-Grained Focus to Fine-Grained Focus	5
Segmentation and recognition of filed sweet pepper based on improved self-attention convolutional neural networks	5
Personalized music recommendation algorithm based on machine learning	5
Learning effective embedding for automated COVID-19 prediction from chest X-ray images	5
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	5
Food nutrition estimation with RGB-D fusion module and bidirectional feature pyramid network	5
Image and audio caps: automated captioning of background sounds and images using deep learning	5
DATaR: Depth Augmented Target Redetection using Kernelized Correlation Filter	5
A weakly supervised pavement crack segmentation based on adversarial learning and transformers	5
Topic-guided multi-domain fake news detection	5
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	5
LET-Net: locally enhanced transformer network for medical image segmentation	5
IOPCNet: inner and outer point classification based low overlap rate local-to-global point cloud registration	5
Prior tissue knowledge-driven contrastive learning for brain CT report generation	5
Hierarchical bi-directional conceptual interaction for text-video retrieval	5
Mmy-net: a multimodal network exploiting image and patient metadata for simultaneous segmentation and diagnosis	5
Dynamical semantic enhancement network for continuous sign language recognition	5
A MADDPG-based multi-agent antagonistic algorithm for sea battlefield confrontation	5
Exemplar-guided low-light image enhancement	5
Attention U-Net based on multi-scale feature extraction and WSDAN data augmentation for video anomaly detection	5
An efficient federated learning method based on enhanced classification-GAN for medical image classification	5
A multi-scale feature fusion spatial–channel attention model for background subtraction	5
Exploring granularity-associated invariance features for text-to-image person re-identification	5
Layer-wise enhanced transformer with multi-modal fusion for image caption	5
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	5
A multi-scale no-reference video quality assessment method based on transformer	5
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles	5
A novel exponent–sine–cosine chaos map-based multiple-image encryption technique	5
A multi-level feature weight fusion model for salient object detection	5
Multi-branch feature fusion and refinement network for salient object detection	5
Instance segmentation of faces and mouth-opening degrees based on improved YOLOv8 method	4
Identification of haploid and diploid maize seeds using hybrid transformer model	4
Coordinate-aligned multi-camera collaboration for active multi-object tracking	4
DHRA-UNet: a lightweight SLM powder-spreading defect image segmentation algorithm	4
Flood scenarios vehicle detection algorithm based on improved YOLOv9	4
IS-DGM: an improved steganography method based on a deep generative model and hyper logistic map encryption via social media networks	4
Image compression and encryption algorithm based on 2D compressive sensing and hyperchaotic system	4
PillarVTP: vehicle trajectory prediction method based on local point cloud aggregation and receptive field expansion	4
MLKD-CLIP: Multi-layer Feature Knowledge Distillation of CLIP for Open-vocabulary Action Recognition	4
A distribution-aware 2D multi-person pose estimation method with attention mechanisms	4