Multimedia Systems

Article	Citations
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	133
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	98
Face and voice cross-modal association with learning convex feature embedding	70
DiffRA: universal restorative adversarial attack based on diffusion model	70
TreeSegNet: multi-scale query-based instance segmentation with frequency-aware and gated feature enhancement	57
Dual-branch spectral–spatial feature extraction network for multispectral image compression	56
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	53
FedMAB: adaptive multimodal federated learning with multi-armed bandits	50
A visual question answering model based on image captioning	47
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	45
On-line monitoring of structural performance of scraper conveyor driven by digital twin	44
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	44
Model-based portrait video compression with spatial constraint and adaptive pose processing	43
JAMD-Net: image splicing forgery detection based on JPEG compression artifacts and multi-dilated channel refinement fusion	39
Segmentation-aware image super-resolution with generative adversarial networks	36
CHCoT-MSLU: a coupled hierarchical chain-of-thought prompt learning model for multi-intent spoken language understanding	34
Real emotion seeker: recalibrating annotation for facial expression recognition	33
Towards domain adaptation underwater image enhancement and restoration	32
Fast latent-feature augmentation for cross-domain face forgery detection	32
SFRA: spatial fusion regression augmentation network for facial landmark detection	32
A comparative study of color quantization methods using various image quality assessment indices	31
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	31
360° video quality assessment based on saliency-guided viewport extraction	31
LEA-depth: a lightweight self-supervised monocular depth estimation with attention fusion and edge-aware distillation	30
GVA: guided visual attention approach for automatic image caption generation	30

The segmented UEC Food-100 dataset with benchmark experiment on food detection	30
Mamba-driven context-aware tracking with dual prompts	27
GCGV: a dual-branch hybrid network integrating graph attention, CNNs, and vision transformers for enhanced hyperspectral image classification	27
BENet: bi-directional enhanced network for image captioning	26
ConASD: Contrastive Few Shot Learning for Detecting Autism Spectrum Disorder via Eye Tracking Scanpath	26
Dual convolutional neural network with attention for image blind denoising	26
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	26
Hierarchical feature multi-contrastive learning for skin cancer classification	25
Atacr-net: adaptive temporal alignment and contrastive refinement network for skeleton-based action recognition	25
Saliency guided deep unfolding network for compressive sensing	25
Semi-supervised adversarial training via disentangled contrastive learning	25
Sketch-guided neural style transfer	24
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	24
Rating-aware argument generation for movie reviews with multimodal large language models and a new dataset	23
Enhancing person re-identification with gait silhouettes	23
A variational causal inference-based method for recognizing object state changes in videos	23
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	23
Design and realization of pulse-controlled multi-memristor Hopfield neural networks and their applications in information encryption	22
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	22
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	21
User authentication method based on keystroke dynamics and mouse dynamics using HDA	21
Enhancing feature diversity with weak teacher directed parameters perturbation	21
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	20
Optimizing codebook training through control chart analysis	20
Game and reference: efficient policy making for epidemic prevention and control	20
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	20
SFFN-YOLO for small object detection in aerial images	20
Fast bilateral filter with spatial subsampling	20
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	20
SoftBinReduce: data reduction for color quantization through soft binning	20
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder	20
Big-LITTLE-Net: a dual-branch network for small UAV detection	19
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	19
A verifiable variable threshold visual image secret sharing scheme	19
Inter-class distance enhanced prototypical network for few-shot text classification	19
RefinerHash: a new hashing-based re-ranking technique for image retrieval	18
An automatic music generation method based on RSCLN_Transformer network	18
Quantifying Factual Divergence in Generative Models: SHAP-LIME Based Hallucination Score for LLMs	18
Enhanced target recognition and localization using binocular vision and infrared thermal imaging	18
Incrementaldreamer: scene-level 3D generation with incremental optimization	18
DMFTNet: dense multimodal fusion transfer network for free-space detection	17
Similarity-guided contrastive learning for deep multi-view clustering	17
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	17
A multi-label classification method combined with texture enhancement for deepfake face detection	17
Speech-driven talking face video generation	17
Vulnerability Positioner (VulP): enhancing code vulnerability localization with CodeBERT	16
DAFMixerSR: a lightweight fusion-enhanced adaptive perception network for image super-resolution	16
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	16
Exploiting local detail in single image super-resolution via hypergraph convolution	16
Design and evaluation of a serious game in virtual reality to increase empathy towards students with phonological dyslexia	16

RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation	16
Transferable diffusion transformer for low-light image enhancement	16
Fgef-net: frequency-guided and enhanced fusion dehazing network for visibility enhancement in maritime traffic surveillance	16
Bcgn: BLIP-based cross-modal grasping network for language-conditioned robotic grasping	16
GL-MambaNet: Mamba-based global and local feature fusion for image dehazing	16
CCM-Net: image splicing localization network based on context-aware and cross-domain multi-scale fusion	16
Efficient image-text retrieval via bi-cross-graph learning and multi-grained alignment	15
Badinterpreter: Backdoor attack on LLM-based interpretable recommendation	15
Learning complementary features via cross-modal attention for robust 6-DoF grasping	15
VLM-driven fine-grained semantic regularization for low-light image enhancement	15
Weakly supervised anomaly detection with multi-level contextual modeling	14
A survey of multimodal federated learning: background, applications, and perspectives	14
Diffusion-based synthetic rating generation to alleviate data sparsity in recommender systems	14
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	14
Multi-view region proposal network predictive learning for tracking	14
Enhanced 3D reconstruction with all-neighbor-first philosophy and Ricci flow-based mesh smoothing approach	13
Graph-CFRNet: contextual fusion refinement for multi-agent trajectory prediction in autonomous driving	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	13
PDSRN: a progressive distillation network for generalizable single image super-resolution	13
EDCM-EA: event prediction based on event development context mining considering event arguments	13
AI-driven Braille character recognition using partitioned spatial modeling and sequential learning	13
Semantic segmentation network for remote sensing images based on category-aware cross-fusion	13
Occluded scene text detection via context-awareness from sketch-level image representations	13
Workpiece tracking based on improved SiamFC++ and virtual dataset	13
Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification	13
Object detection of mural images based on improved YOLOv8	13
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	13
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	13
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	12
Learning shared features from specific and ambiguous descriptions for text-based person search	12
Rethinking RGB-D salient object detection	12
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	12
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer	12
Depth alignment interaction network for camouflaged object detection	12
3D human pose estimation method based on multi-constrained dilated convolutions	12
A plug-and-play image enhancement model for end-to-end object detection in low-light condition	12
Graph contrastive learning for recommendation with generative data augmentation	12
Scd-yolo: a novel object detection method for efficient road crack detection	12
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	12
Multimodal-enhanced hierarchical attention network for video captioning	12
Joint $$\alpha {-}\beta $$-divergences reconstruction and non-convex sparse regularization for image clustering	12
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution	12
MCLSC-Fusion: a multi-scale cross-modality long-short connection fusion network for infrared and visible images	12
Federated learning for medical image classification based on prototype alignment	12
FFAA-Net: a full-scale frequency-aware and anisotropic attention network for UAV object detection	11
LPR: learning point-level temporal action localization through re-training	11
A comprehensive survey on human pose estimation approaches	11
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	11
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering	11
AF-MT: adaptive fusion based on mean teacher with alternating loss update for medical image segmentation	11
An efficient video quality assessment model incorporating VideoMamba and dual-dimensional attention	11
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	11
Gicnet: global information capture network for visual place recognition	11
Facial action unit detection with emotion consistency: a cross-modal learning approach	11
Tb-mmrd: transformer-based multi-modal election rumor detection with agreement-aware gating and semantic fusion	11
Segmentation-guided transformer network for subtle visual relationship detection	11
Multi-domain feature enhanced adaptive fusion network for multi-modal fake news detection	11
Overcomplete-to-sparse representation learning for few-shot class-incremental learning	11
Multi-level fine-grained center calibration network for unsupervised person re-identification	11
DFGAnet: a dual-branch multimodal fusion network based on graph and attention for emotion recognition in conversation	11
Swiftavatar: real-time human reconstruction via semantic graph deformation and surface awareness	10
Pointlgfn: local–global fusion network for point cloud classification	10
SADCL-Net: Sparse-driven Attention with Dual-Consistency Learning Network for Incomplete Multi-view Clustering	10
Remote sensing image cloud removal based on multi-scale spatial information perception	10
Deepfake detection of occluded images using a patch-based approach	10
3D model watermarking using surface integrals of generated random vector fields	10
Diff-mednet: differential convolution and median-enhanced attention multiscale fusion for infrared small target detection	10
Polarity-aware attention network for image sentiment analysis	10
Correction: Multi-scale prototype contrast and feature fusion for visible-infrared person re-identification	10
PMFS-FLC: a partial multi-label feature selection with feature and label collaboration	10
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray	10
You watch once more: a more effective CNN architecture for video spatio-temporal action localization	10
Gbp-llm: gaze behavior prediction in 6DoF VR via large language models	10
Attention mechanisms in deep learning for surface lesion diagnosis: a comprehensive review	10
CloudCap3D: enhancing 3D in-scene descriptions via point cloud integration and efficient text filtering	9
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering	9
Hfffap-net: unsupervised fundus image enhancement with high-frequency feature fusion and artifact processing	9
A Three-stage multimodal emotion recognition network based on text low-rank fusion	9
Same-clothes person re-identification with dual-stream network	9

Unsupervised single-image dehazing via self-guided inverse-retinex GAN	9
Dual-stream progressive neural network based on cross fusion in image manipulation localization	9
Dual-visual collaborative enhanced transformer for image captioning	9
A hybrid spatial and spectral mamba network for hyperspectral image super-resolution	9
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning	9
GloFP-MSF: monocular scene flow estimation with global feature perception	9
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	9
Face attribute recognition via end-to-end weakly supervised regional location	9
Task-adaptive parameter optimization for medical image classification transfer learning	9
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	9
MobileViNeXt: a lightweight fusion model for ship-radiated noise recognition	9
CBLC-SOOD: contrastive background and label correction for semi-supervised oriented object detection	9
Text-centered cross-sample fusion network for multimodal sentiment analysis	9
Non-convex fractional-order TV model for image inpainting	9
Synthetic shadows: the interplay of forensic detection and anti-forensic techniques in GAN-generated images	9
FedVC-ADDiM: a federated learning framework for diagnosis of alzheimer disease using deep learning	9
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model	9
3D human pose estimation with multi-hypotheses gated transformer	9
ST-GRU: spatiotemporal gated recurrent unit for video prediction	9
Fine-grained behavior interaction-aware network for efficient multi-person motion forecasting	9
Multi-object tracking in the low-light with two-stage association and denoising based on image feature enhancement	9
A robust federated aggregation algorithm for multimodal data in smart grid scenarios	9
Compact twice fusion network for edge detection	9
Bag of states: a non-sequential approach to video-based engagement measurement	9
Detecting offensive language on instagram with a combined approach of the Gray Wolf algorithm and deep learning networks	9
Dual attention transformer with adaptive frequency enhancement for real-world Chinese–English scene text image super-resolution	8
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	8
Accurate pixel-wise keypoint localization for rectangle symbol spotting in CAD images	8
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	8
Multi-document localization method based on bottom-up architecture	8
Adversarial training in logit space against tiny perturbations	8
Scene text image super-resolution algorithm based on directional feature modeling	8
Attention-guided multi-scale weakly supervised learning for tiny pest detection in citrus orchards	8
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model	8
DSFusion: different size modalities zero-shot segmentation via heterogeneous fusion	8
Advanced techniques in digital media processing for special effects enhancement in film and television post-production	8
Multi-granular dynamic interaction network for multimodal sarcasm detection	8
Teaching authentic sign language through multiple representation learning	8
Hybrid embedding for multimodal few-frame action recognition	8
KECAN: knowledge-enhanced cross-modal alignment network for ophthalmic report generation	8
DyG-HSTA: a dynamic graph hybrid spatio-temporal attention model for Ethereum phishing detection	8
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	8
Local discriminative graph convolutional networks for text classification	8
Opfusion: a deep blind image super resolution network using generative diffusion models and neural operator learning	8
Cigfuse: an infrared and visible image fusion algorithm based on cross-modal interaction and gating mechanism	8
MWEFDet: mamba and wavelet enhanced fusion toward multispectral object detection	8
EfficientFace: an efficient deep network with feature enhancement for accurate face detection	8
Diving performance analysis with 3D motion knowledge hypergraphs	8
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models	8
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	8
Selecting generated synthetic features using clustering algorithm for generalized zero-shot learning	8
Prior-based bi-encoder transformer for underwater image enhancement	8
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	8
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	8
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	8
Generating generalized zero-shot learning based on dual-path feature enhancement	8
Point cloud upsampling with implicit graph neural networks	8
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution	8
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	8
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	8
MGSAN: multimodal graph self-attention network for skeleton-based action recognition	8
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	8
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	8
Composite makeup transfer model based on generative adversarial networks	7
Hierarchical segmentation-guided diffusion framework for high-fidelity sonar image generation	7
DRL-based transmission control for QoE guaranteed transmission efficiency optimization in tile-based panoramic video streaming	7
Estimating visibility via differential regression network	7
Lightweight dual-path octave generative adversarial networks for few-shot image generation	7
Df-emii: a dual-level multimodal fusion framework for sentiment analysis and emotion recognition with applications in public opinion monitoring	7
Multiscale geometric window transformer for orthodontic teeth point cloud registration	7
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	7
A prompt-based dual-layer cross-modal distillation learning method for aspect-based sentiment analysis	7
Gated feature aggregate and alignment network for real-time semantic segmentation of street scenes	7
TIPDF-DWSF: a task-oriented two-stage optimization framework for diffusion model LoRA fine-tuning	7
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	7
Propagating prior information with transformer for robust visual object tracking	7
Fast-colorfool: faster and more transferable semantic adversarial attack with complementary colors and cumulative perturbation	7
Blind super-resolution based on matrix-variable optimization for video images	7
Recognition of miner action and violation behavior based on the ANODE-GCN model	7
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	7
Wavelet guided real time detection transformer with sparse attention	7
SR-DAYOLOv8: cross-domain adaptive object detection based on super-resolution domain classifier	7
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	7
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	7
CAFIN: cross-attention based face image repair network	7
Role of deep learning models and analytics in industrial multimedia environment	7
Link prediction in social networks using hyper-motif representation on hypergraph	7
Fine-tuning CLIP for difference-guided composed image retrieval	7
DADP: a discrepancy-aware dual-path network for AI-generated image detection	7
Deep unfolding low-rank network for image denoising	7
YOLO-ERF: lightweight object detector for UAV aerial images	7
Channel modulus normalization for CNN image classification	7
Personalized time-sync comment generation based on a multimodal transformer	7
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	7
Context-aware feature complementary screening network for mass segmentation in whole mammograms	7