Multimedia Systems

Article	Citations
A visual question answering model based on image captioning	122
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	92
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	82
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	82
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	73
Real emotion seeker: recalibrating annotation for facial expression recognition	70
Towards domain adaptation underwater image enhancement and restoration	67
A comparative study of color quantization methods using various image quality assessment indices	62
BENet: bi-directional enhanced network for image captioning	56
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	48
Recent advancement in haze removal approaches	48
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	47
Dual-branch spectral–spatial feature extraction network for multispectral image compression	41
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	41
Face and voice cross-modal association with learning convex feature embedding	40
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	39
ConASD: Contrastive Few Shot Learning for Detecting Autism Spectrum Disorder via Eye Tracking Scanpath	39
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	38
GVA: guided visual attention approach for automatic image caption generation	34
360° video quality assessment based on saliency-guided viewport extraction	34
SFRA: spatial fusion regression augmentation network for facial landmark detection	31
Model-based portrait video compression with spatial constraint and adaptive pose processing	29
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	29
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	29
Improving text-image cross-modal retrieval with contrastive loss	28

Design and realization of pulse-controlled multi-memristor Hopfield neural networks and their applications in information encryption	27
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	26
Segmentation-aware image super-resolution with generative adversarial networks	26
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	25
Dual convolutional neural network with attention for image blind denoising	25
User authentication method based on keystroke dynamics and mouse dynamics using HDA	23
Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	23
SFFN-YOLO for small object detection in aerial images	22
CHCoT-MSLU: a coupled hierarchical chain-of-thought prompt learning model for multi-intent spoken language understanding	22
DiffRA: universal restorative adversarial attack based on diffusion model	21
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	20
On-line monitoring of structural performance of scraper conveyor driven by digital twin	20
The segmented UEC Food-100 dataset with benchmark experiment on food detection	19
Optimizing codebook training through control chart analysis	19
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	19
Game and reference: efficient policy making for epidemic prevention and control	19
RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation	18
DMFTNet: dense multimodal fusion transfer network for free-space detection	18
Fast bilateral filter with spatial subsampling	18
SoftBinReduce: data reduction for color quantization through soft binning	18
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder	18
Weakly supervised anomaly detection with multi-level contextual modeling	17
RefinerHash: a new hashing-based re-ranking technique for image retrieval	17
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction	17
Efficient and self-adaptive rationale knowledge base for visual commonsense reasoning	17
Exploiting local detail in single image super-resolution via hypergraph convolution	16
Multi-view region proposal network predictive learning for tracking	16
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	16
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller	16
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	16
A verifiable variable threshold visual image secret sharing scheme	16
A survey of multimodal federated learning: background, applications, and perspectives	15
Enhanced target recognition and localization using binocular vision and infrared thermal imaging	15
Design and evaluation of a serious game in virtual reality to increase empathy towards students with phonological dyslexia	15
Speech-driven talking face video generation	15
Similarity-guided contrastive learning for deep multi-view clustering	15
GL-MambaNet: Mamba-based global and local feature fusion for image dehazing	15
Inter-class distance enhanced prototypical network for few-shot text classification	15
Big-LITTLE-Net: a dual-branch network for small UAV detection	15
An automatic music generation method based on RSCLN_Transformer network	15
CMLCNet: medical image segmentation network based on convolution capsule encoder and multi-scale local co-occurrence	14
A deep learning-based framework for detecting COVID-19 patients using chest X-rays	14
A multi-label classification method combined with texture enhancement for deepfake face detection	14
Enhanced 3D reconstruction with all-neighbor-first philosophy and Ricci flow-based mesh smoothing approach	14
CCM-Net: image splicing localization network based on context-aware and cross-domain multi-scale fusion	14
Bcgn: BLIP-based cross-modal grasping network for language-conditioned robotic grasping	14
A plug-and-play image enhancement model for end-to-end object detection in low-light condition	14
Workpiece tracking based on improved SiamFC++ and virtual dataset	14
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	14
Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification	13

Wireless multipath video transmission: when IoT video applications meet networking—a survey	13
Graph contrastive learning for recommendation with generative data augmentation	13
Double-scale similarity with rich features for cross-modal retrieval	13
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer	13
EDCM-EA: event prediction based on event development context mining considering event arguments	13
Unsupervised cross-database micro-expression recognition based on distribution adaptation	13
MCLSC-Fusion: a multi-scale cross-modality long-short connection fusion network for infrared and visible images	12
Occluded scene text detection via context-awareness from sketch-level image representations	12
Learning shared features from specific and ambiguous descriptions for text-based person search	12
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	12
Skeleton-based human activity recognition with wifi CSI using a hybrid approach combining convolutional neural network and long short term memory	12
RMVAE: one-class classification via divergence regularization and maximization mutual information	12
LPR: learning point-level temporal action localization through re-training	12
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	12
3D human pose estimation method based on multi-constrained dilated convolutions	12
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	12
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	12
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	12
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution	12
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	12
Multimodal-enhanced hierarchical attention network for video captioning	12
PDSRN: a progressive distillation network for generalizable single image super-resolution	11
Automated brain tumor malignancy detection via 3D MRI using adaptive-3-D U-Net and heuristic-based deep neural network	11
Object detection of mural images based on improved YOLOv8	11
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	11
Depth alignment interaction network for camouflaged object detection	11
Scd-yolo: a novel object detection method for efficient road crack detection	11
You watch once more: a more effective CNN architecture for video spatio-temporal action localization	10
Developing novel video coding model using modified dual-tree wavelet-based multi-resolution technique	10
SADCL-Net: Sparse-driven Attention with Dual-Consistency Learning Network for Incomplete Multi-view Clustering	10
Bag of states: a non-sequential approach to video-based engagement measurement	10
Tb-mmrd: transformer-based multi-modal election rumor detection with agreement-aware gating and semantic fusion	10
Remote sensing image cloud removal based on multi-scale spatial information perception	10
A comprehensive survey on human pose estimation approaches	10
HandO: a hybrid 3D hand–object reconstruction model for unknown objects	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
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray	10
Asymmetric exponential loss function for crack segmentation	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
Non-convex fractional-order TV model for image inpainting	10
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	10
Deepfake detection of occluded images using a patch-based approach	10
GloFP-MSF: monocular scene flow estimation with global feature perception	9
Text-centered cross-sample fusion network for multimodal sentiment analysis	9
3D model watermarking using surface integrals of generated random vector fields	9
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	9
Local discriminative graph convolutional networks for text classification	9
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering	9
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	9
Overcomplete-to-sparse representation learning for few-shot class-incremental learning	9
Detecting offensive language on instagram with a combined approach of the Gray Wolf algorithm and deep learning networks	9
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model	9
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	9
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model	9
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	9
Dual-visual collaborative enhanced transformer for image captioning	9
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution	9
Polarity-aware attention network for image sentiment analysis	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
ST-GRU: spatiotemporal gated recurrent unit for video prediction	9
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	9
Same-clothes person re-identification with dual-stream network	9
Hfffap-net: unsupervised fundus image enhancement with high-frequency feature fusion and artifact processing	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
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	8
Compact twice fusion network for edge detection	8
Dual-stream progressive neural network based on cross fusion in image manipulation localization	8
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	8
EfficientFace: an efficient deep network with feature enhancement for accurate face detection	8
Unsupervised single-image dehazing via self-guided inverse-retinex GAN	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
User quality of experience estimation using social network analysis	8
A Three-stage multimodal emotion recognition network based on text low-rank fusion	8
CBLC-SOOD: contrastive background and label correction for semi-supervised oriented object detection	8
Face attribute recognition via end-to-end weakly supervised regional location	8

Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos	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
MGSAN: multimodal graph self-attention network for skeleton-based action recognition	8
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	8
3D human pose estimation with multi-hypotheses gated transformer	8
Indirect visual–semantic alignment for generalized zero-shot recognition	7
Lightweight dual-path octave generative adversarial networks for few-shot image generation	7
Prior-based bi-encoder transformer for underwater image enhancement	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
Fast-colorfool: faster and more transferable semantic adversarial attack with complementary colors and cumulative perturbation	7
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	7
YOLO-ERF: lightweight object detector for UAV aerial images	7
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module	7
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	7
Multi-granular dynamic interaction network for multimodal sarcasm detection	7
Recognition of miner action and violation behavior based on the ANODE-GCN model	7
Teaching authentic sign language through multiple representation learning	7
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition	7
Hybrid embedding for multimodal few-frame action recognition	7
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	7
Music genre classification based on auditory image, spectral and acoustic features	7
Unsupervised adversarial image retrieval	7
Fine-tuning CLIP for difference-guided composed image retrieval	7
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	7
Multimodal large language model enhancement network for multimodal sentiment analysis	7
CAPTCHA farm detection and user authentication via mouse-trajectory similarity measurement	7
KECAN: knowledge-enhanced cross-modal alignment network for ophthalmic report generation	7
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	7
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	7
Multiscale geometric window transformer for orthodontic teeth point cloud registration	6
Prior tissue knowledge-driven contrastive learning for brain CT report generation	6
Hierarchical bi-directional conceptual interaction for text-video retrieval	6
PS-YOLO: a small object detector based on efficient convolution and multi-scale feature fusion	6
LET-Net: locally enhanced transformer network for medical image segmentation	6
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	6
Composite makeup transfer model based on generative adversarial networks	6
Spatial attention-guided deformable fusion network for salient object detection	6
Full reference image quality assessment based on dual-space multi-feature fusion	6
An efficient federated learning method based on enhanced classification-GAN for medical image classification	6
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	6
A cross-view geo-localization method guided by relation-aware global attention	6
Propagating prior information with transformer for robust visual object tracking	6
Link prediction in social networks using hyper-motif representation on hypergraph	6
Map modeling for full body gesture using flex sensor and machine learning algorithms	6
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	6
A multi-scale no-reference video quality assessment method based on transformer	6
ITrans: generative image inpainting with transformers	6
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	6
Image and audio caps: automated captioning of background sounds and images using deep learning	6
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	6
IOPCNet: inner and outer point classification based low overlap rate local-to-global point cloud registration	6
Wavelet guided real time detection transformer with sparse attention	6
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	6
A prompt-based dual-layer cross-modal distillation learning method for aspect-based sentiment analysis	6
LCFormer: linear complexity transformer for efficient image super-resolution	6
Irregular feature enhancer for low-dose CT denoising	6
Exploring multi-dimensional interests for session-based recommendation	6
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	6
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	6
Mpv-pcqa: multimodal no-reference point cloud quality assessment via point cloud and captured dynamic video	6
A weakly supervised pavement crack segmentation based on adversarial learning and transformers	6
Personalized time-sync comment generation based on a multimodal transformer	6
Editorial note for few-shot learning for intelligent multimedia systems	6
Role of deep learning models and analytics in industrial multimedia environment	6
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	6
Adaptafood: an intelligent system to adapt recipes to specialised diets and healthy lifestyles	6
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	6
A novel SPLIT-SIM approach for efficient image retrieval	6
Layer-wise enhanced transformer with multi-modal fusion for image caption	6
CAFIN: cross-attention based face image repair network	6
Channel modulus normalization for CNN image classification	6
HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection	6
Flood scenarios vehicle detection algorithm based on improved YOLOv9	5
Radlora: a smart low-rank adaptive approach for radiological image classification	5
Food nutrition estimation with RGB-D fusion module and bidirectional feature pyramid network	5
Modeling the non-uniform retinal perception for viewport-dependent streaming of immersive video	5
Refinecurvelane: lane detection with B-spline curve in a layer-by-layer refinement manner	5
Semantic embedding: scene image classification using scene-specific objects	5
MLKD-CLIP: Multi-layer Feature Knowledge Distillation of CLIP for Open-vocabulary Action Recognition	5
Triple-level relationship enhanced transformer for image captioning	5
From coarse to fine: multi-level feature fusion network for fine-grained image retrieval	5
Sat-DehazeGAN: an efficient dehazing model in water-sky background for river-sea transport	5
BotICC: enhancing social bot detection through implicit connection computation	5
UMPA: Unified multi-modal prompt with adapter for vision-language models	5
Temporal information-aware multimodal learning network for user-generated video popularity prediction	5
A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions	5
Image aesthetics assessment using composite features from transformer and CNN	5
Exemplar-guided low-light image enhancement	5
A self-supervised enhancement method for real world low-light images using Retinex and camera response function	5
Learning multi-scale features automatically from food and ingredients	5
MT-ASM: a multi-task attention strengthening model for fine-grained object recognition	5
A distribution-aware 2D multi-person pose estimation method with attention mechanisms	5