Multimedia Systems

Article	Citations
Pseudo-global strategy-based visual comfort assessment considering attention mechanism	161
SS-CMT: a label independent cross-modal transferable adversarial video attack with sparse strategy	122
DiffRA: universal restorative adversarial attack based on diffusion model	93
SFFN-YOLO for small object detection in aerial images	81
On-line monitoring of structural performance of scraper conveyor driven by digital twin	74
Dual convolutional neural network with attention for image blind denoising	60
TreeSegNet: multi-scale query-based instance segmentation with frequency-aware and gated feature enhancement	59
Fast latent-feature augmentation for cross-domain face forgery detection	54
CAPNet: tomato leaf disease detection network based on adaptive feature fusion and convolutional enhancement	52
Face and voice cross-modal association with learning convex feature embedding	52
BENet: bi-directional enhanced network for image captioning	51
Deep Learning-based forgery detection and localization for compressed images using a hybrid optimization model	46
Multi-level sentiment-aware clustering for denoising in multimodal sentiment analysis with ASR errors	45
A variational causal inference-based method for recognizing object state changes in videos	42
Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image	40
Design and realization of pulse-controlled multi-memristor Hopfield neural networks and their applications in information encryption	39
LMFE-RDD: a road damage detector with a lightweight multi-feature extraction network	38
Improving text-image cross-modal retrieval with contrastive loss	34
Segmentation-aware image super-resolution with generative adversarial networks	32
JAMD-Net: image splicing forgery detection based on JPEG compression artifacts and multi-dilated channel refinement fusion	31
Generalizing sentence-level lipreading to unseen speakers: a two-stream end-to-end approach	30
CHCoT-MSLU: a coupled hierarchical chain-of-thought prompt learning model for multi-intent spoken language understanding	29
The segmented UEC Food-100 dataset with benchmark experiment on food detection	29
Real emotion seeker: recalibrating annotation for facial expression recognition	29
A visual question answering model based on image captioning	28

Correction: STASiamRPN: visual tracking based on spatiotemporal and attention	27
Automatic lymph node segmentation using deep parallel squeeze & excitation and attention Unet	26
A research for sound event localization and detection based on local–global adaptive fusion and temporal importance network	25
Unsupervised deep metric learning algorithm for crop disease images based on knowledge distillation networks	25
Dual-branch spectral–spatial feature extraction network for multispectral image compression	25
FedMAB: adaptive multimodal federated learning with multi-armed bandits	25
GVA: guided visual attention approach for automatic image caption generation	25
GCGV: a dual-branch hybrid network integrating graph attention, CNNs, and vision transformers for enhanced hyperspectral image classification	24
A comparative study of color quantization methods using various image quality assessment indices	24
User authentication method based on keystroke dynamics and mouse dynamics using HDA	24
Multi-view Isolated sign language recognition based on cross-view and multi-level transformer	24
Model-based portrait video compression with spatial constraint and adaptive pose processing	23
SEMNet: a simple and efficient MLP-based network for 3D Face point clouds landmarks localization	23
SFRA: spatial fusion regression augmentation network for facial landmark detection	23
SS-YOLOv8: small-size object detection algorithm based on improved YOLOv8 for UAV imagery	22
LEA-depth: a lightweight self-supervised monocular depth estimation with attention fusion and edge-aware distillation	22
Towards domain adaptation underwater image enhancement and restoration	22
Mamba-driven context-aware tracking with dual prompts	22
360° video quality assessment based on saliency-guided viewport extraction	21
ConASD: Contrastive Few Shot Learning for Detecting Autism Spectrum Disorder via Eye Tracking Scanpath	21
EDB-Diff: a EdgeDevice based diffusion network for brain tumor image segmentation	21
RGB-Net: transformer-based lightweight low-light image enhancement network via RGB channel separation	20
Spatial interpolation of head-related transfer functions using a physics-informed autoencoder	20
Optimizing codebook training through control chart analysis	20
SoftBinReduce: data reduction for color quantization through soft binning	19
Similarity-guided contrastive learning for deep multi-view clustering	19
Fast bilateral filter with spatial subsampling	19
DAFMixerSR: a lightweight fusion-enhanced adaptive perception network for image super-resolution	19
Bcgn: BLIP-based cross-modal grasping network for language-conditioned robotic grasping	19
Speech-driven talking face video generation	19
Pull and concentrate: improving unsupervised semantic segmentation adaptation with cross- and intra-domain consistencies	19
Quantifying Factual Divergence in Generative Models: SHAP-LIME Based Hallucination Score for LLMs	18
A multi-label classification method combined with texture enhancement for deepfake face detection	18
Overcoming the practical restrictions in H.266/VVC-based video communication systems by a PI bit rate controller	17
Incrementaldreamer: scene-level 3D generation with incremental optimization	17
Big-LITTLE-Net: a dual-branch network for small UAV detection	17
Multi-view region proposal network predictive learning for tracking	17
RefinerHash: a new hashing-based re-ranking technique for image retrieval	17
Weakly supervised anomaly detection with multi-level contextual modeling	17
CGMAformer: CNN and gated multi axial-sparse transformer feature fusion network for image deraining	17
Exploiting local detail in single image super-resolution via hypergraph convolution	17
CR-DM: A novel craniofacial reconstruction framework based on diffusion model	16
Inter-class distance enhanced prototypical network for few-shot text classification	16
Design and evaluation of a serious game in virtual reality to increase empathy towards students with phonological dyslexia	16
Game and reference: efficient policy making for epidemic prevention and control	16
A verifiable variable threshold visual image secret sharing scheme	16
DMFTNet: dense multimodal fusion transfer network for free-space detection	16
A survey of multimodal federated learning: background, applications, and perspectives	16
GL-MambaNet: Mamba-based global and local feature fusion for image dehazing	15
An automatic music generation method based on RSCLN_Transformer network	15

Vulnerability Positioner (VulP): enhancing code vulnerability localization with CodeBERT	15
CCM-Net: image splicing localization network based on context-aware and cross-domain multi-scale fusion	15
Fgef-net: frequency-guided and enhanced fusion dehazing network for visibility enhancement in maritime traffic surveillance	15
Enhanced target recognition and localization using binocular vision and infrared thermal imaging	15
TS-MDA: two-stream multiscale deep architecture for crowd behavior prediction	15
EDCM-EA: event prediction based on event development context mining considering event arguments	14
Workpiece tracking based on improved SiamFC++ and virtual dataset	14
A CNN-transformer hybrid network with selective fusion and dual attention for image super-resolution	14
Double-scale similarity with rich features for cross-modal retrieval	14
Smartphone-based gait recognition using convolutional neural networks and dual-tree complex wavelet transform	14
Learning shared features from specific and ambiguous descriptions for text-based person search	14
Enhanced 3D reconstruction with all-neighbor-first philosophy and Ricci flow-based mesh smoothing approach	14
Cross-modality geometry-guided historical momentum learning for coupled noisy visible-infrared re-identification	14
Enhancing long-tailed classification via multi-strategy weighted experts with hybrid distillation	14
Automated brain tumor malignancy detection via 3D MRI using adaptive-3-D U-Net and heuristic-based deep neural network	13
NDAM-YOLOseg: a real-time instance segmentation model based on multi-head attention mechanism	13
Occluded scene text detection via context-awareness from sketch-level image representations	13
LPR: learning point-level temporal action localization through re-training	13
PDSRN: a progressive distillation network for generalizable single image super-resolution	13
MCLSC-Fusion: a multi-scale cross-modality long-short connection fusion network for infrared and visible images	13
Object detection of mural images based on improved YOLOv8	13
Computer-aided diagnosis for early detection and staging of human pancreatic tumors using an optimized 3D CNN on computed tomography	13
PCAF: UAV scenarios detector via pyramid converge-and-assign fusion network	12
LAM-YOLOv11 for UAV transmission line inspection: overcoming environmental challenges with enhanced detection efficiency	12
AI-driven Braille character recognition using partitioned spatial modeling and sequential learning	12
3D human pose estimation method based on multi-constrained dilated convolutions	12
A comprehensive survey on human pose estimation approaches	12
A plug-and-play image enhancement model for end-to-end object detection in low-light condition	12
Skeleton-based human activity recognition with wifi CSI using a hybrid approach combining convolutional neural network and long short term memory	12
Style matching CAPTCHA: match neural transferred styles to thwart intelligent attacks	12
Semantic segmentation network for remote sensing images based on category-aware cross-fusion	12
UAPT: an underwater acoustic target recognition method based on pre-trained Transformer	12
Multi-domain feature enhanced adaptive fusion network for multi-modal fake news detection	12
Multimodal-enhanced hierarchical attention network for video captioning	12
CMLCNet: medical image segmentation network based on convolution capsule encoder and multi-scale local co-occurrence	12
Joint $$\alpha {-}\beta $$-divergences reconstruction and non-convex sparse regularization for image clustering	11
Gicnet: global information capture network for visual place recognition	11
Rethinking RGB-D salient object detection	11
A hybrid spatial and spectral mamba network for hyperspectral image super-resolution	11
Asymmetric exponential loss function for crack segmentation	11
Depth alignment interaction network for camouflaged object detection	11
Detecting offensive language on instagram with a combined approach of the Gray Wolf algorithm and deep learning networks	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
Scd-yolo: a novel object detection method for efficient road crack detection	11
Graph contrastive learning for recommendation with generative data augmentation	11
HSGNet: hierarchically stacked graph network with attention mechanism for 3D human pose estimation	11
COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray	11
Polarity-aware attention network for image sentiment analysis	11
Panoramic image semantic segmentation using channel attention-based HarDNet and distorted boundary learning	10
Non-convex fractional-order TV model for image inpainting	10
Text-centered cross-sample fusion network for multimodal sentiment analysis	10
Lightweight super-resolution via multi-group window self-attention and residual blueprint separable convolution	10
Deepfake detection of occluded images using a patch-based approach	10
Pointlgfn: local–global fusion network for point cloud classification	10
3D model watermarking using surface integrals of generated random vector fields	10
You watch once more: a more effective CNN architecture for video spatio-temporal action localization	10
DFGAnet: a dual-branch multimodal fusion network based on graph and attention for emotion recognition in conversation	10
Bag of states: a non-sequential approach to video-based engagement measurement	10
SADCL-Net: Sparse-driven Attention with Dual-Consistency Learning Network for Incomplete Multi-view Clustering	10
Diff-mednet: differential convolution and median-enhanced attention multiscale fusion for infrared small target detection	10
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering	10
Remote sensing image cloud removal based on multi-scale spatial information perception	10
Facial action unit detection with emotion consistency: a cross-modal learning approach	10
Synthetic shadows: the interplay of forensic detection and anti-forensic techniques in GAN-generated images	10
FedVC-ADDiM: a federated learning framework for diagnosis of alzheimer disease using deep learning	10
Multi-object tracking in the low-light with two-stage association and denoising based on image feature enhancement	10
Tb-mmrd: transformer-based multi-modal election rumor detection with agreement-aware gating and semantic fusion	10
Dual-visual collaborative enhanced transformer for image captioning	9
Dual-stream progressive neural network based on cross fusion in image manipulation localization	9
Gender estimation based on deep learned and handcrafted features in an uncontrolled environment	9
A robust federated aggregation algorithm for multimodal data in smart grid scenarios	9
GCMR-Net: A Global Context-Enhanced Multi-scale Residual Network for medical image segmentation	9
MGSAN: multimodal graph self-attention network for skeleton-based action recognition	9
3D human pose estimation with multi-hypotheses gated transformer	9
Hfffap-net: unsupervised fundus image enhancement with high-frequency feature fusion and artifact processing	9
ReDiT: re-evaluating large visual question answering model confidence by defining input scenario difficulty and applying temperature mapping	9
Unsupervised single-image dehazing via self-guided inverse-retinex GAN	9
Face attribute recognition via end-to-end weakly supervised regional location	9
Dual-guided multi-modal bias removal strategy for temporal sentence grounding in video	9

GloFP-MSF: monocular scene flow estimation with global feature perception	9
Reducing blind spots in esophagogastroduodenoscopy examinations using a novel deep learning model	9
Tex-Net: texture-based parallel branch cross-attention generalized robust Deepfake detector	9
ST-GRU: spatiotemporal gated recurrent unit for video prediction	9
Same-clothes person re-identification with dual-stream network	9
CBLC-SOOD: contrastive background and label correction for semi-supervised oriented object detection	9
Compact twice fusion network for edge detection	9
Local discriminative graph convolutional networks for text classification	9
STSD: spatial–temporal semantic decomposition transformer for skeleton-based action recognition	9
Student engagement detection in online environment using computer vision and multi-dimensional feature fusion	9
CAPTCHA farm detection and user authentication via mouse-trajectory similarity measurement	8
Lightweight dual-path octave generative adversarial networks for few-shot image generation	8
HierGAT: hierarchical spatial-temporal network with graph and transformer for video HOI detection	8
Dual attention transformer with adaptive frequency enhancement for real-world Chinese–English scene text image super-resolution	8
Multimodal large language model enhancement network for multimodal sentiment analysis	8
Indirect visual–semantic alignment for generalized zero-shot recognition	8
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models	8
VCounselor: a psychological intervention chat agent based on a knowledge-enhanced large language model	8
Blind super-resolution based on matrix-variable optimization for video images	8
Task-adaptive parameter optimization for medical image classification transfer learning	8
Fine-tuning CLIP for difference-guided composed image retrieval	8
Hybrid embedding for multimodal few-frame action recognition	8
Accurate entropy modeling in learned image compression with joint enchanced SwinT and CNN	8
Multi-granular dynamic interaction network for multimodal sarcasm detection	8
Recognition of miner action and violation behavior based on the ANODE-GCN model	8
Deep unfolding low-rank network for image denoising	8
Estimating visibility via differential regression network	8
Teaching authentic sign language through multiple representation learning	8
Hierarchical segmentation for traditional cultural pattern based on iterative compression and clustering	8
Generating generalized zero-shot learning based on dual-path feature enhancement	8
Special issue on data-driven personalisation of television content	8
EfficientFace: an efficient deep network with feature enhancement for accurate face detection	8
YOLO-ERF: lightweight object detector for UAV aerial images	8
Hierarchical MVSNet with cost volume separation and fusion based on U-shape feature extraction	8
DRL-based transmission control for QoE guaranteed transmission efficiency optimization in tile-based panoramic video streaming	8
KECAN: knowledge-enhanced cross-modal alignment network for ophthalmic report generation	8
Opfusion: a deep blind image super resolution network using generative diffusion models and neural operator learning	8
ASFESRN: bridging the gap in real-time corn leaf disease detection with image super-resolution	8
WFIL-NET: image inpainting based on wavelet downsampling and frequency integrated learning module	8
Gmd: Gaussian mixture descriptor for pair matching of 3D fragments	8
Selecting generated synthetic features using clustering algorithm for generalized zero-shot learning	8
Fine-grained behavior interaction-aware network for efficient multi-person motion forecasting	8
A Three-stage multimodal emotion recognition network based on text low-rank fusion	8
Learning unified anchor graph based on affinity relationships with strong consensus for multi-view spectral clustering	8
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	8
MobileViNeXt: a lightweight fusion model for ship-radiated noise recognition	8
PAR-mono: monocular video depth estimation network based on channel separation and dynamic attention	8
Adversarial training in logit space against tiny perturbations	8
EA-EDNet: encapsulated attention encoder-decoder network for 3D reconstruction in low-light-level environment	8
Prior-based bi-encoder transformer for underwater image enhancement	8
Msfusenet: a multi-stage information fusion network for multi-modal skin lesion diagnosis	7
A multi-scale channel attention network with federated learning for magnetic resonance image super-resolution	7
Spatial attention-guided deformable fusion network for salient object detection	7
TIPDF-DWSF: a task-oriented two-stage optimization framework for diffusion model LoRA fine-tuning	7
Layer-wise enhanced transformer with multi-modal fusion for image caption	7
Map modeling for full body gesture using flex sensor and machine learning algorithms	7
Fast-colorfool: faster and more transferable semantic adversarial attack with complementary colors and cumulative perturbation	7
Role of deep learning models and analytics in industrial multimedia environment	7
A prompt-based dual-layer cross-modal distillation learning method for aspect-based sentiment analysis	7
An adaptive Bagging algorithm based on lightweight transformer for multi-class imbalance recognition	7
Multiscale geometric window transformer for orthodontic teeth point cloud registration	7
LCFormer: linear complexity transformer for efficient image super-resolution	7
ITrans: generative image inpainting with transformers	7
Context-aware feature complementary screening network for mass segmentation in whole mammograms	7
Kronecker-factored Approximate Curvature with adaptive learning rate for optimizing model-agnostic meta-learning	7
Channel modulus normalization for CNN image classification	7
Advanced techniques in digital media processing for special effects enhancement in film and television post-production	7
CAFIN: cross-attention based face image repair network	7
TSGFormer: temporal-aware network and spatial encoding GCN for three-dimensional human pose estimation	7
Exploring multi-dimensional interests for session-based recommendation	7
Irregular feature enhancer for low-dose CT denoising	7
TrafficTrack: rethinking the motion and appearance cue for multi-vehicle tracking in traffic monitoring	7
Composite makeup transfer model based on generative adversarial networks	7
Wavelet guided real time detection transformer with sparse attention	7
Dual-stream network with cross-layer attention and similarity constraint for micro-expression recognition	7
Link prediction in social networks using hyper-motif representation on hypergraph	7
X2Fashion: temporally consistent fashion video generation guided by image, pose and text	7
Personalized time-sync comment generation based on a multimodal transformer	7
Full reference image quality assessment based on dual-space multi-feature fusion	7
Mmy-net: a multimodal network exploiting image and patient metadata for simultaneous segmentation and diagnosis	6
Adp-clf: adaptive dual-perception contrastive learning for gastrointestinal endoscopic image classification	6
DATaR: Depth Augmented Target Redetection using Kernelized Correlation Filter	6
A multi-level feature weight fusion model for salient object detection	6
Low-frequency SNR-guided CNN-transformer network for high-frequency restoration in low-light image enhancement	6
Dynamical semantic enhancement network for continuous sign language recognition	6
Hierarchical bi-directional conceptual interaction for text-video retrieval	6
Exploring granularity-associated invariance features for text-to-image person re-identification	6
BCRA: bidirectional cross-modal implicit relation reasoning and aligning for text-to-image person retrieval	6
Attention U-Net based on multi-scale feature extraction and WSDAN data augmentation for video anomaly detection	6
Collaborative point cloud geometry compression for both human vision and machine vision	6
Locally controllable network based on visual–linguistic relation alignment for text-to-image generation	6
Dual-focus: person search from Coarse-Grained Focus to Fine-Grained Focus	6
Prior tissue knowledge-driven contrastive learning for brain CT report generation	6
Sat-DehazeGAN: an efficient dehazing model in water-sky background for river-sea transport	6
Smile: enhancing low-light images in lightweight networks via exposure-aware non-reference losses	6