Multimedia Systems

Papers
(The TQCC of Multimedia Systems is 4. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-07-01 to 2025-07-01.)
ArticleCitations
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network96
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks92
Pseudo-global strategy-based visual comfort assessment considering attention mechanism82
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network77
A visual question answering model based on image captioning62
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy60
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention56
Dual convolutional neural network with attention for image blind denoising55
The segmented UEC Food-100 dataset with benchmark experiment on food detection52
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach43
Improving text-image cross-modal retrieval with contrastive loss43
360° video quality assessment based on saliency-guided viewport extraction42
User authentication method based on keystroke dynamics and mouse dynamics using HDA42
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image40
Model-based portrait video compression with spatial constraint and adaptive pose processing40
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement39
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet37
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model37
Towards domain adaptation underwater image enhancement and restoration37
Recent advancement in haze removal approaches36
SFRA: spatial fusion regression augmentation network for facial landmark detection32
Segmentation-aware image super-resolution with generative adversarial networks31
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors29
Dual-branch spectral–spatial feature extraction network for multispectral image compression27
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization27
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer25
Point cloud inpainting with normal-based feature matching24
BENet: bi-directional enhanced network for image captioning23
Real emotion seeker: recalibrating annotation for facial expression recognition23
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery22
Game and reference: efficient policy making for epidemic prevention and control22
A comparative study of color quantization methods using various image quality assessment indices22
GVA: guided visual attention approach for automatic image caption generation22
Weakly supervised anomaly detection with multi-level contextual modeling21
A deep learning-based framework for detecting COVID-19 patients using chest X-rays21
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation21
RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation20
SoftBinReduce: data reduction for color quantization through soft binning20
An automatic music generation method based on RSCLN_Transformer network20
Inter-class distance enhanced prototypical network for few-shot text classification20
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction19
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder19
CR-DM: A novel craniofacial reconstruction framework based on diffusion model18
Optimizing codebook training through control chart analysis18
Improved SSD using deep multi-scale attention spatial–temporal features for action recognition17
DMFTNet: dense multimodal fusion transfer network for free-space detection17
Multi-view region proposal network predictive learning for tracking17
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller17
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies16
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining16
A verifiable variable threshold visual image secret sharing scheme15
Efficient and self-adaptive rationale knowledge base for visual commonsense reasoning15
RefinerHash: a new hashing-based re-ranking technique for image retrieval15
Exploiting local detail in single image super-resolution via hypergraph convolution15
Double-scale similarity with rich features for cross-modal retrieval14
Workpiece tracking based on improved SiamFC++ and virtual dataset14
A survey of multimodal federated learning: background, applications, and perspectives14
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform14
Fast bilateral filter with spatial subsampling14
Enhanced 3D reconstruction with all-neighbor-first philosophy and Ricci flow-based mesh smoothing approach14
CMLCNet: medical image segmentation network based on convolution capsule encoder and multi-scale local co-occurrence13
EDCM-EA: event prediction based on event development context mining considering event arguments13
Scd-yolo: a novel object detection method for efficient road crack detection13
Occluded scene text detection via context-awareness from sketch-level image representations13
A plug-and-play image enhancement model for end-to-end object detection in low-light condition13
Unsupervised cross-database micro-expression recognition based on distribution adaptation13
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network13
A CNN-based scheme for COVID-19 detection with emergency services provisions using an optimal path planning12
LPR: learning point-level temporal action localization through re-training12
Automated brain tumor malignancy detection via 3D MRI using adaptive-3-D U-Net and heuristic-based deep neural network12
Multimodal-enhanced hierarchical attention network for video captioning12
Skeleton-based human activity recognition with wifi CSI using a hybrid approach combining convolutional neural network and long short term memory12
RMVAE: one-class classification via divergence regularization and maximization mutual information12
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation12
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism12
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks11
Graph contrastive learning for recommendation with generative data augmentation11
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer11
Object detection of mural images based on improved YOLOv811
Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification11
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution11
Learning shared features from specific and ambiguous descriptions for text-based person search11
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography11
Remote sensing image cloud removal based on multi-scale spatial information perception10
Wireless multipath video transmission: when IoT video applications meet networking—a survey10
Depth alignment interaction network for camouflaged object detection10
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation10
Non-convex fractional-order TV model for image inpainting10
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering10
A comprehensive survey on human pose estimation approaches10
Developing novel video coding model using modified dual-tree wavelet-based multi-resolution technique10
Overcomplete-to-sparse representation learning for few-shot class-incremental learning10
HandO: a hybrid 3D hand–object reconstruction model for unknown objects10
3D human pose estimation method based on multi-constrained dilated convolutions10
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency10
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning10
Deepfake detection of occluded images using a patch-based approach9
Text-centered cross-sample fusion network for multimodal sentiment analysis9
GloFP-MSF: monocular scene flow estimation with global feature perception9
Image quality measurement-based comparative analysis of illumination compensation methods for face image normalization9
Polarity-aware attention network for image sentiment analysis9
Facial action unit detection with emotion consistency: a cross-modal learning approach9
Multi-level fine-grained center calibration network for unsupervised person re-identification9
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray9
Gicnet: global information capture network for visual place recognition9
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution9
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment9
3D model watermarking using surface integrals of generated random vector fields9
You watch once more: a more effective CNN architecture for video spatio-temporal action localization9
SADCL-Net: Sparse-driven Attention with Dual-Consistency Learning Network for Incomplete Multi-view Clustering9
Practical 3D human skeleton tracking based on multi-view and multi-Kinect fusion9
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model9
EfficientFace: an efficient deep network with feature enhancement for accurate face detection9
Bag of states: a non-sequential approach to video-based engagement measurement9
Asymmetric exponential loss function for crack segmentation9
DwiMark: a multiscale robust deep watermarking framework for diffusion-weighted imaging images8
Dual-visual collaborative enhanced transformer for image captioning8
Same-clothes person re-identification with dual-stream network8
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector8
MGSAN: multimodal graph self-attention network for skeleton-based action recognition8
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering8
$$\hbox {DA}^2$$Net: a dual attention-aware network for robust crowd counting8
User quality of experience estimation using social network analysis8
Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos8
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video8
Unsupervised single-image dehazing via self-guided inverse-retinex GAN8
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation8
A Three-stage multimodal emotion recognition network based on text low-rank fusion8
Local discriminative graph convolutional networks for text classification8
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model8
ST-GRU: spatiotemporal gated recurrent unit for video prediction8
3D human pose estimation with multi-hypotheses gated transformer8
Face attribute recognition via end-to-end weakly supervised regional location8
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping8
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion8
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition8
Compact twice fusion network for edge detection8
Prior-based bi-encoder transformer for underwater image enhancement7
Recognition of miner action and violation behavior based on the ANODE-GCN model7
Special issue on data-driven personalisation of television content7
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models7
DRL-based transmission control for QoE guaranteed transmission efficiency optimization in tile-based panoramic video streaming7
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering7
Indirect visual–semantic alignment for generalized zero-shot recognition7
Lightweight dual-path octave generative adversarial networks for few-shot image generation7
HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection7
Estimating visibility via differential regression network7
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN7
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments7
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS7
Multi-granular dynamic interaction network for multimodal sarcasm detection7
Adversarial training in logit space against tiny perturbations7
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module7
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction7
Generating generalized zero-shot learning based on dual-path feature enhancement7
An improved algorithm of video quality assessment by danmaku analysis7
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment6
Multiscale geometric window transformer for orthodontic teeth point cloud registration6
Spatial attention-guided deformable fusion network for salient object detection6
An efficient federated learning method based on enhanced classification-GAN for medical image classification6
Channel modulus normalization for CNN image classification6
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition6
A cross-view geo-localization method guided by relation-aware global attention6
Music genre classification based on auditory image, spectral and acoustic features6
Hybrid embedding for multimodal few-frame action recognition6
Personalized time-sync comment generation based on a multimodal transformer6
Exploring multi-dimensional interests for session-based recommendation6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition6
A novel SPLIT-SIM approach for efficient image retrieval6
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning6
Map modeling for full body gesture using flex sensor and machine learning algorithms6
CAFIN: cross-attention based face image repair network6
Link prediction in social networks using hyper-motif representation on hypergraph6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution6
Automatic segmentation of melanoma skin cancer using transfer learning and fine-tuning6
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution6
YOLO-ERF: lightweight object detector for UAV aerial images6
Composite makeup transfer model based on generative adversarial networks6
Role of deep learning models and analytics in industrial multimedia environment6
Irregular feature enhancer for low-dose CT denoising6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring6
Propagating prior information with transformer for robust visual object tracking6
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention6
Fast-colorfool: faster and more transferable semantic adversarial attack with complementary colors and cumulative perturbation6
Unsupervised adversarial image retrieval6
DATaR: Depth Augmented Target Redetection using Kernelized Correlation Filter5
Dual-focus: person search from Coarse-Grained Focus to Fine-Grained Focus5
Prior tissue knowledge-driven contrastive learning for brain CT report generation5
LCFormer: linear complexity transformer for efficient image super-resolution5
Locally controllable network based on visual–linguistic relation alignment for text-to-image generation5
Rescue decision via Earthquake Disaster Knowledge Graph reasoning5
ITrans: generative image inpainting with transformers5
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes5
Editorial note for few-shot learning for intelligent multimedia systems5
Full reference image quality assessment based on dual-space multi-feature fusion5
A two-stage forgery detection and localization framework based on feature classification and similarity metric5
Attention U-Net based on multi-scale feature extraction and WSDAN data augmentation for video anomaly detection5
A multi-scale feature fusion spatial–channel attention model for background subtraction5
Prometheus: an efficient federated collaborative learning framework for coevolution of edge-cloud heterogeneous models5
A weakly supervised pavement crack segmentation based on adversarial learning and transformers5
A multi-scale no-reference video quality assessment method based on transformer5
Image and audio caps: automated captioning of background sounds and images using deep learning5
Layer-wise enhanced transformer with multi-modal fusion for image caption5
IOPCNet: inner and outer point classification based low overlap rate local-to-global point cloud registration5
LET-Net: locally enhanced transformer network for medical image segmentation5
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis5
Sat-DehazeGAN: an efficient dehazing model in water-sky background for river-sea transport5
From coarse to fine: a two-stage common semantic space construction for unpaired cross modal retrieval5
Mixed multi-scale residual attention networks for single image super-resolution reconstruction5
Topic-guided multi-domain fake news detection5
Hierarchical bi-directional conceptual interaction for text-video retrieval5
A MADDPG-based multi-agent antagonistic algorithm for sea battlefield confrontation5
CLDE-Net: crowd localization and density estimation based on CNN and transformer network5
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier5
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation5
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles5
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion5
Exemplar-guided low-light image enhancement5
Exploring granularity-associated invariance features for text-to-image person re-identification5
Food nutrition estimation with RGB-D fusion module and bidirectional feature pyramid network5
BotICC: enhancing social bot detection through implicit connection computation4
PillarVTP: vehicle trajectory prediction method based on local point cloud aggregation and receptive field expansion4
Semantic embedding: scene image classification using scene-specific objects4
WPELip: enhance lip reading with word-prior information4
Numerical computation based few-shot learning for intelligent sea surface temperature prediction4
TFA-CNN: an efficient method for dealing with crowding and noise problems in crowd counting4
Multi-window Transformer parallel fusion feature pyramid network for pedestrian orientation detection4
Robust Grassmann manifold convex hull collaborative representation learning and its kernel extension for image set analysis4
A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions4
Learning multi-scale features automatically from food and ingredients4
Design and implementation of a real-time face recognition system based on artificial intelligence techniques4
UMPA: Unified multi-modal prompt with adapter for vision-language models4
Breast density measurement methods on mammograms: a review4
Vehicle lane change behavior recognition based on multi-scale three-stream 3D ResNets4
MCLEMCD: multimodal collaborative learning encoder for enhanced music classification from dances4
A low-overhead compressed sensing-driven multi-party secret image sharing scheme4
VoxSeP: semi-positive voxels assist self-supervised 3D medical segmentation4
Blind quality evaluation for tone-mapped images by exploiting statistical characteristics and deep perceptual features4
Artistic image adversarial attack via style perturbation4
MLKD-CLIP: Multi-layer Feature Knowledge Distillation of CLIP for Open-vocabulary Action Recognition4
View adjustment: helping users improve photographic composition4
MT-ASM: a multi-task attention strengthening model for fine-grained object recognition4
Identification of haploid and diploid maize seeds using hybrid transformer model4
MSCFF-Net: multi-scale context feature fusion network for polyp segmentation4
Global semantic space feature fusion for multi-view clustering4
Microblog sentiment analysis via user representative relationship under multi-interaction hybrid neural networks4
PAGN: perturbation adaption generation network for point cloud adversarial defense4
Image aesthetics assessment using composite features from transformer and CNN4
Coordinate-aligned multi-camera collaboration for active multi-object tracking4
A distribution-aware 2D multi-person pose estimation method with attention mechanisms4
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