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	81
360° video quality assessment based on saliency-guided viewport extraction	81
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	79
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	79
A visual question answering model based on image captioning	76
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	61
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	54
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	53
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	51
Towards domain adaptation underwater image enhancement and restoration	48
User authentication method based on keystroke dynamics and mouse dynamics using HDA	42
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	42
Recent advancement in haze removal approaches	41
SFRA: spatial fusion regression augmentation network for facial landmark detection	40
Segmentation-aware image super-resolution with generative adversarial networks	39
A comparative study of color quantization methods using various image quality assessment indices	39
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	37
Dual-branch spectral–spatial feature extraction network for multispectral image compression	36
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	36
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	34
Dual convolutional neural network with attention for image blind denoising	33
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	32
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	30
The segmented UEC Food-100 dataset with benchmark experiment on food detection	25

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

Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification	11
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	11
Graph contrastive learning for recommendation with generative data augmentation	11
A CNN-based scheme for COVID-19 detection with emergency services provisions using an optimal path planning	11
Object detection of mural images based on improved YOLOv8	11
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	11
RMVAE: one-class classification via divergence regularization and maximization mutual information	11
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	11
Learning shared features from specific and ambiguous descriptions for text-based person search	11
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object 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
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	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
Scd-yolo: a novel object detection method for efficient road crack detection	10
Depth alignment interaction network for camouflaged object detection	10
A comprehensive survey on human pose estimation approaches	10
Remote sensing image cloud removal based on multi-scale spatial information perception	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
Practical 3D human skeleton tracking based on multi-view and multi-Kinect fusion	9
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning	9
Overcomplete-to-sparse representation learning for few-shot class-incremental learning	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
Gicnet: global information capture network for visual place recognition	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
Deepfake detection of occluded images using a patch-based approach	9
Bag of states: a non-sequential approach to video-based engagement measurement	9
Non-convex fractional-order TV model for image inpainting	9
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	9
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	8
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	8
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution	8
Text-centered cross-sample fusion network for multimodal sentiment analysis	8
Local discriminative graph convolutional networks for text classification	8
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	8
Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos	8
Polarity-aware attention network for image sentiment analysis	8
Same-clothes person re-identification with dual-stream network	8
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model	8
EfficientFace: an efficient deep network with feature enhancement for accurate face detection	8
Face attribute recognition via end-to-end weakly supervised regional location	8
Unsupervised single-image dehazing via self-guided inverse-retinex GAN	8
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	8
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model	8
GloFP-MSF: monocular scene flow estimation with global feature perception	8
Image quality measurement-based comparative analysis of illumination compensation methods for face image normalization	8
Compact twice fusion network for edge detection	8
Dual-visual collaborative enhanced transformer for image captioning	8
3D human pose estimation with multi-hypotheses gated transformer	8
Generating generalized zero-shot learning based on dual-path feature enhancement	7
DRL-based transmission control for QoE guaranteed transmission efficiency optimization in tile-based panoramic video streaming	7
DwiMark: a multiscale robust deep watermarking framework for diffusion-weighted imaging images	7
User quality of experience estimation using social network analysis	7
A Three-stage multimodal emotion recognition network based on text low-rank fusion	7
Special issue on data-driven personalisation of television content	7
Estimating visibility via differential regression network	7
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	7
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models	7
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	7
MGSAN: multimodal graph self-attention network for skeleton-based action recognition	7
$$\hbox {DA}^2$$Net: a dual attention-aware network for robust crowd counting	7
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering	7
HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection	7
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module	7
Recognition of miner action and violation behavior based on the ANODE-GCN model	7
Adversarial training in logit space against tiny perturbations	7
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	7
ST-GRU: spatiotemporal gated recurrent unit for video prediction	7
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	7
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	7
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	7
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	7
Indirect visual–semantic alignment for generalized zero-shot recognition	6
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	6
YOLO-ERF: lightweight object detector for UAV aerial images	6

Propagating prior information with transformer for robust visual object tracking	6
Personalized time-sync comment generation based on a multimodal transformer	6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	6
Lightweight dual-path octave generative adversarial networks for few-shot image generation	6
Hybrid embedding for multimodal few-frame action recognition	6
Automatic segmentation of melanoma skin cancer using transfer learning and fine-tuning	6
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	6
Multi-granular dynamic interaction network for multimodal sarcasm detection	6
Channel modulus normalization for CNN image classification	6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	6
Exploring multi-dimensional interests for session-based recommendation	6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	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
An improved algorithm of video quality assessment by danmaku analysis	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
CAFIN: cross-attention based face image repair network	6
Multiscale geometric window transformer for orthodontic teeth point cloud registration	6
Map modeling for full body gesture using flex sensor and machine learning algorithms	6
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	6
Prior-based bi-encoder transformer for underwater image enhancement	6
Unsupervised adversarial image retrieval	6
Music genre classification based on auditory image, spectral and acoustic features	6
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles	5
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	5
A novel SPLIT-SIM approach for efficient image retrieval	5
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	5
Spatial attention-guided deformable fusion network for salient object detection	5
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	5
CLDE-Net: crowd localization and density estimation based on CNN and transformer network	5
Exploring granularity-associated invariance features for text-to-image person re-identification	5
A MADDPG-based multi-agent antagonistic algorithm for sea battlefield confrontation	5
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion	5
LET-Net: locally enhanced transformer network for medical image segmentation	5
Full reference image quality assessment based on dual-space multi-feature fusion	5
Composite makeup transfer model based on generative adversarial networks	5
Role of deep learning models and analytics in industrial multimedia environment	5
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	5
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	5
ITrans: generative image inpainting with transformers	5
Radar target recognition based on few-shot learning	5
Exemplar-guided low-light image enhancement	5
Editorial note for few-shot learning for intelligent multimedia systems	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
LCFormer: linear complexity transformer for efficient image super-resolution	5
An efficient federated learning method based on enhanced classification-GAN for medical image classification	5
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	5
A cross-view geo-localization method guided by relation-aware global attention	5
Irregular feature enhancer for low-dose CT denoising	5
A multi-scale no-reference video quality assessment method based on transformer	5
Sat-DehazeGAN: an efficient dehazing model in water-sky background for river-sea transport	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
A weakly supervised pavement crack segmentation based on adversarial learning and transformers	5
Collaborative multi-knowledge distillation under the influence of softmax regression representation	4
Semantic embedding: scene image classification using scene-specific objects	4
Design and implementation of a real-time face recognition system based on artificial intelligence techniques	4
Breast density measurement methods on mammograms: a review	4
Learning multi-scale features automatically from food and ingredients	4
Image aesthetics assessment using composite features from transformer and CNN	4
Adaptive region assisted GAN for image steganography	4
Infant head and brain segmentation from magnetic resonance images using fusion-based deep learning strategies	4
Locally controllable network based on visual–linguistic relation alignment for text-to-image generation	4
Refinecurvelane: lane detection with B-spline curve in a layer-by-layer refinement manner	4
IS-DGM: an improved steganography method based on a deep generative model and hyper logistic map encryption via social media networks	4
A multi-level feature weight fusion model for salient object detection	4
PointSGLN: a novel point cloud classification network based on sampling grouping and local point normalization	4
AFEV-INet: adaptive feature extraction variational interactive network for remote sensing image denoising	4
A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions	4
A distribution-aware 2D multi-person pose estimation method with attention mechanisms	4
Identification of haploid and diploid maize seeds using hybrid transformer model	4
Coordinate-aligned multi-camera collaboration for active multi-object tracking	4
Pinyin-to-Chinese conversion on sentence-level for domain-specific applications using self-attention model	4
Weighted sparse gradient reconstruction model with a robust fidelity for edge-aware image smoothing	4
Meta-relationship for course recommendation in MOOCs	4
Personalized music recommendation algorithm based on machine learning	4
Image compression and encryption algorithm based on 2D compressive sensing and hyperchaotic system	4
ED-YOLO: an object detection algorithm for drone imagery focusing on edge information and small object features	4
Segmentation and recognition of filed sweet pepper based on improved self-attention convolutional neural networks	4
From coarse to fine: a two-stage common semantic space construction for unpaired cross modal retrieval	4
Facial expression recognition via joint loss constraining attention-modulated contextual spatial information network	4
View adjustment: helping users improve photographic composition	4
MLKD-CLIP: Multi-layer Feature Knowledge Distillation of CLIP for Open-vocabulary Action Recognition	4
BotICC: enhancing social bot detection through implicit connection computation	4
An integrated 3D-sparse deep belief network with enriched seagull optimization algorithm for liver segmentation	4
Flood scenarios vehicle detection algorithm based on improved YOLOv9	4
PillarVTP: vehicle trajectory prediction method based on local point cloud aggregation and receptive field expansion	4
A multi-scale feature fusion spatial–channel attention model for background subtraction	4
From coarse to fine: multi-level feature fusion network for fine-grained image retrieval	4
Radlora: a smart low-rank adaptive approach for radiological image classification	4
Deep learning in multimedia healthcare applications: a review	4
Edge-preserving image denoising using noise-enhanced patch-based non-local means	4
Prometheus: an efficient federated collaborative learning framework for coevolution of edge-cloud heterogeneous models	4