Multimedia Systems

Article	Citations
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	113
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	90
A visual question answering model based on image captioning	81
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	75
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	71
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	69
On-line monitoring of structural performance of scraper conveyor driven by digital twin	65
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	58
360° video quality assessment based on saliency-guided viewport extraction	55
Model-based portrait video compression with spatial constraint and adaptive pose processing	47
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	45
Segmentation-aware image super-resolution with generative adversarial networks	44
SFRA: spatial fusion regression augmentation network for facial landmark detection	44
Improving text-image cross-modal retrieval with contrastive loss	39
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	39
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	39
The segmented UEC Food-100 dataset with benchmark experiment on food detection	38
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	38
Real emotion seeker: recalibrating annotation for facial expression recognition	38
Point cloud inpainting with normal-based feature matching	32
User authentication method based on keystroke dynamics and mouse dynamics using HDA	31
CHCoT-MSLU: a coupled hierarchical chain-of-thought prompt learning model for multi-intent spoken language understanding	29
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	29
DiffRA: universal restorative adversarial attack based on diffusion model	28
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	28

SFFN-YOLO for small object detection in aerial images	28
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	26
ConASD: Contrastive Few Shot Learning for Detecting Autism Spectrum Disorder via Eye Tracking Scanpath	26
Recent advancement in haze removal approaches	24
Dual-branch spectral–spatial feature extraction network for multispectral image compression	24
Face and voice cross-modal association with learning convex feature embedding	24
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	24
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
GVA: guided visual attention approach for automatic image caption generation	22
A comparative study of color quantization methods using various image quality assessment indices	21
Dual convolutional neural network with attention for image blind denoising	21
Towards domain adaptation underwater image enhancement and restoration	20
Game and reference: efficient policy making for epidemic prevention and control	20
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction	18
A deep learning-based framework for detecting COVID-19 patients using chest X-rays	18
Weakly supervised anomaly detection with multi-level contextual modeling	18
Big-LITTLE-Net: a dual-branch network for small UAV detection	18
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	18
DMFTNet: dense multimodal fusion transfer network for free-space detection	17
RefinerHash: a new hashing-based re-ranking technique for image retrieval	17
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	17
Optimizing codebook training through control chart analysis	17
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder	17
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller	16
CCM-Net: image splicing localization network based on context-aware and cross-domain multi-scale fusion	16
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	15
Fast bilateral filter with spatial subsampling	15
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	15
RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation	15
Enhanced target recognition and localization using binocular vision and infrared thermal imaging	15
Efficient and self-adaptive rationale knowledge base for visual commonsense reasoning	15
Exploiting local detail in single image super-resolution via hypergraph convolution	15
SoftBinReduce: data reduction for color quantization through soft binning	15
Design and evaluation of a serious game in virtual reality to increase empathy towards students with phonological dyslexia	15
Inter-class distance enhanced prototypical network for few-shot text classification	15
Multi-view region proposal network predictive learning for tracking	15
An automatic music generation method based on RSCLN_Transformer network	15
3D human pose estimation method based on multi-constrained dilated convolutions	14
A survey of multimodal federated learning: background, applications, and perspectives	14
Wireless multipath video transmission: when IoT video applications meet networking—a survey	14
A verifiable variable threshold visual image secret sharing scheme	14
Unsupervised cross-database micro-expression recognition based on distribution adaptation	14
Double-scale similarity with rich features for cross-modal retrieval	14
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	13
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	13
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
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

Workpiece tracking based on improved SiamFC++ and virtual dataset	13
Depth alignment interaction network for camouflaged object detection	12
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	12
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	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
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer	12
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	12
Learning shared features from specific and ambiguous descriptions for text-based person search	12
Automated brain tumor malignancy detection via 3D MRI using adaptive-3-D U-Net and heuristic-based deep neural network	12
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	12
RMVAE: one-class classification via divergence regularization and maximization mutual information	12
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	12
Graph contrastive learning for recommendation with generative data augmentation	11
Occluded scene text detection via context-awareness from sketch-level image representations	11
Object detection of mural images based on improved YOLOv8	11
LPR: learning point-level temporal action localization through re-training	11
PDSRN: a progressive distillation network for generalizable single image super-resolution	11
Scd-yolo: a novel object detection method for efficient road crack detection	11
Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification	11
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning	10
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering	10
Overcomplete-to-sparse representation learning for few-shot class-incremental learning	10
Tb-mmrd: transformer-based multi-modal election rumor detection with agreement-aware gating and semantic fusion	10
Gicnet: global information capture network for visual place recognition	10
Synthetic shadows: the interplay of forensic detection and anti-forensic techniques in GAN-generated images	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
Multi-level fine-grained center calibration network for unsupervised person re-identification	10
Practical 3D human skeleton tracking based on multi-view and multi-Kinect fusion	10
Detecting offensive language on instagram with a combined approach of the Gray Wolf algorithm and deep learning networks	10
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution	10
HandO: a hybrid 3D hand–object reconstruction model for unknown objects	10
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray	10
Facial action unit detection with emotion consistency: a cross-modal learning approach	10
You watch once more: a more effective CNN architecture for video spatio-temporal action localization	10
Image quality measurement-based comparative analysis of illumination compensation methods for face image normalization	9
A Three-stage multimodal emotion recognition network based on text low-rank fusion	9
MGSAN: multimodal graph self-attention network for skeleton-based action recognition	9
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	9
Remote sensing image cloud removal based on multi-scale spatial information perception	9
Non-convex fractional-order TV model for image inpainting	9
Text-centered cross-sample fusion network for multimodal sentiment analysis	9
Polarity-aware attention network for image sentiment analysis	9
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	9
Hfffap-net: unsupervised fundus image enhancement with high-frequency feature fusion and artifact processing	9
Face attribute recognition via end-to-end weakly supervised regional location	9
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	9
GloFP-MSF: monocular scene flow estimation with global feature perception	9
Asymmetric exponential loss function for crack segmentation	9
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	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
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	9
Same-clothes person re-identification with dual-stream network	9
Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos	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
Deepfake detection of occluded images using a patch-based approach	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
User quality of experience estimation using social network analysis	8
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering	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
Estimating visibility via differential regression network	8
Generating generalized zero-shot learning based on dual-path feature enhancement	8
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	8
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	8
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	8
Compact twice fusion network for edge detection	8
Unsupervised single-image dehazing via self-guided inverse-retinex GAN	8
Special issue on data-driven personalisation of television content	8
DRL-based transmission control for QoE guaranteed transmission efficiency optimization in tile-based panoramic video streaming	8
Recognition of miner action and violation behavior based on the ANODE-GCN model	8
3D human pose estimation with multi-hypotheses gated transformer	8
Dual-visual collaborative enhanced transformer for image captioning	8
Local discriminative graph convolutional networks for text classification	8
ST-GRU: spatiotemporal gated recurrent unit for video prediction	8
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models	8

Adversarial training in logit space against tiny perturbations	8
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	8
Hybrid embedding for multimodal few-frame action recognition	7
An improved algorithm of video quality assessment by danmaku analysis	7
HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection	7
Selecting generated synthetic features using clustering algorithm for generalized zero-shot learning	7
Dual attention transformer with adaptive frequency enhancement for real-world Chinese–English scene text image super-resolution	7
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition	7
Multimodal large language model enhancement network for multimodal sentiment analysis	7
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	7
Link prediction in social networks using hyper-motif representation on hypergraph	7
Fast-colorfool: faster and more transferable semantic adversarial attack with complementary colors and cumulative perturbation	7
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	7
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	7
Multi-granular dynamic interaction network for multimodal sarcasm detection	7
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module	7
Prior-based bi-encoder transformer for underwater image enhancement	7
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	7
Unsupervised adversarial image retrieval	7
Indirect visual–semantic alignment for generalized zero-shot recognition	7
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	7
YOLO-ERF: lightweight object detector for UAV aerial images	7
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	7
Teaching authentic sign language through multiple representation learning	7
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	7
CAPTCHA farm detection and user authentication via mouse-trajectory similarity measurement	7
Music genre classification based on auditory image, spectral and acoustic features	6
Channel modulus normalization for CNN image classification	6
LET-Net: locally enhanced transformer network for medical image segmentation	6
ITrans: generative image inpainting with transformers	6
Spatial attention-guided deformable fusion network for salient object detection	6
A weakly supervised pavement crack segmentation based on adversarial learning and transformers	6
Layer-wise enhanced transformer with multi-modal fusion for image caption	6
Composite makeup transfer model based on generative adversarial networks	6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	6
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	6
Exploring multi-dimensional interests for session-based recommendation	6
Personalized time-sync comment generation based on a multimodal transformer	6
Lightweight dual-path octave generative adversarial networks for few-shot image generation	6
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles	6
IOPCNet: inner and outer point classification based low overlap rate local-to-global point cloud registration	6
Image and audio caps: automated captioning of background sounds and images using deep learning	6
Mpv-pcqa: multimodal no-reference point cloud quality assessment via point cloud and captured dynamic video	6
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	6
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	6
A novel SPLIT-SIM approach for efficient image retrieval	6
An efficient federated learning method based on enhanced classification-GAN for medical image classification	6
Role of deep learning models and analytics in industrial multimedia environment	6
CAFIN: cross-attention based face image repair network	6
Map modeling for full body gesture using flex sensor and machine learning algorithms	6
Full reference image quality assessment based on dual-space multi-feature fusion	6
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	6
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion	6
Multiscale geometric window transformer for orthodontic teeth point cloud registration	6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	6
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	6
LCFormer: linear complexity transformer for efficient image super-resolution	6
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	6
A cross-view geo-localization method guided by relation-aware global attention	6
A prompt-based dual-layer cross-modal distillation learning method for aspect-based sentiment analysis	6
Irregular feature enhancer for low-dose CT denoising	6
Propagating prior information with transformer for robust visual object tracking	6
DHRA-UNet: a lightweight SLM powder-spreading defect image segmentation algorithm	5
Learning multi-scale features automatically from food and ingredients	5
Infant head and brain segmentation from magnetic resonance images using fusion-based deep learning strategies	5
Modeling the non-uniform retinal perception for viewport-dependent streaming of immersive video	5
Sat-DehazeGAN: an efficient dehazing model in water-sky background for river-sea transport	5
BCRA: bidirectional cross-modal implicit relation reasoning and aligning for text-to-image person retrieval	5
Segmentation and recognition of filed sweet pepper based on improved self-attention convolutional neural networks	5
Prometheus: an efficient federated collaborative learning framework for coevolution of edge-cloud heterogeneous models	5
CLDE-Net: crowd localization and density estimation based on CNN and transformer network	5
Collaborative point cloud geometry compression for both human vision and machine vision	5
Deep learning in multimedia healthcare applications: a review	5
BotICC: enhancing social bot detection through implicit connection computation	5
Adaptive region assisted GAN for image steganography	5
Refinecurvelane: lane detection with B-spline curve in a layer-by-layer refinement manner	5
Comprehensive systematic review on virtual reality for cultural heritage practices: coherent taxonomy and motivations	5
Mmy-net: a multimodal network exploiting image and patient metadata for simultaneous segmentation and diagnosis	5
A MADDPG-based multi-agent antagonistic algorithm for sea battlefield confrontation	5
Learning effective embedding for automated COVID-19 prediction from chest X-ray images	5
A multi-scale no-reference video quality assessment method based on transformer	5
Editorial note for few-shot learning for intelligent multimedia systems	5
Exemplar-guided low-light image enhancement	5
AFEV-INet: adaptive feature extraction variational interactive network for remote sensing image denoising	5
Radlora: a smart low-rank adaptive approach for radiological image classification	5
PillarVTP: vehicle trajectory prediction method based on local point cloud aggregation and receptive field expansion	5
From coarse to fine: multi-level feature fusion network for fine-grained image retrieval	5
A two-stage forgery detection and localization framework based on feature classification and similarity metric	5
Topic-guided multi-domain fake news detection	5
Collaborative multi-knowledge distillation under the influence of softmax regression representation	5
Hierarchical bi-directional conceptual interaction for text-video retrieval	5
Exploring granularity-associated invariance features for text-to-image person re-identification	5
A multi-scale feature fusion spatial–channel attention model for background subtraction	5
A novel exponent–sine–cosine chaos map-based multiple-image encryption technique	5