ACM Transactions on Multimedia Computing Communications and Applicatio

Article	Citations
Dual-path Convolutional Image-Text Embeddings with Instance Loss	237
Depth Image Denoising Using Nuclear Norm and Learning Graph Model	144
DenseNet-201-Based Deep Neural Network with Composite Learning Factor and Precomputation for Multiple Sclerosis Classification	107
Understanding and Creating Art with AI: Review and Outlook	102
Learning Adaptive Spatial-Temporal Context-Aware Correlation Filters for UAV Tracking	92
Age-Invariant Face Recognition by Multi-Feature Fusionand Decomposition with Self-attention	84
Chinese Image Captioning via Fuzzy Attention-based DenseNet-BiLSTM	79
A Fast Defogging Image Recognition Algorithm Based on Bilateral Hybrid Filtering	77
Securing Multimedia by Using DNA-Based Encryption in the Cloud Computing Environment	72
Precise No-Reference Image Quality Evaluation Based on Distortion Identification	71
TripRes	67
Fine-Grained Visual Textual Alignment for Cross-Modal Retrieval Using Transformer Encoders	66
A Weakly Supervised Semantic Segmentation Network by Aggregating Seed Cues: The Multi-Object Proposal Generation Perspective	57
Survey on Deep Multi-modal Data Analytics: Collaboration, Rivalry, and Fusion	55
Deep Learning-based Smart Predictive Evaluation for Interactive Multimedia-enabled Smart Healthcare	54
Smart City Construction and Management by Digital Twins and BIM Big Data in COVID-19 Scenario	52
Compatibility-Aware Web API Recommendation for Mashup Creation via Textual Description Mining	49
Conditional LSTM-GAN for Melody Generation from Lyrics	49
Attention-Based Modality-Gated Networks for Image-Text Sentiment Analysis	46
Data Hiding	43
Trust Mechanism of Feedback Trust Weight in Multimedia Network	43
Perceptual Quality Assessment of Low-light Image Enhancement	41
A Survey on Healthcare Data: A Security Perspective	41
Knowledge-aware Multi-modal Adaptive Graph Convolutional Networks for Fake News Detection	40
Is the Reign of Interactive Search Eternal? Findings from the Video Browser Showdown 2020	39

Wavelength-based Attributed Deep Neural Network for Underwater Image Restoration	38
Towards Integrating Image Encryption with Compression: A Survey	36
A Multimodal, Multimedia Point-of-Care Deep Learning Framework for COVID-19 Diagnosis	36
Recurrent Attention Network with Reinforced Generator for Visual Dialog	35
Blind Image Quality Assessment by Natural Scene Statistics and Perceptual Characteristics	35
Cross-modal Graph Matching Network for Image-text Retrieval	34
Uncertainty-Aware Semi-Supervised Method Using Large Unlabeled and Limited Labeled COVID-19 Data	33
Music2Dance: DanceNet for Music-Driven Dance Generation	32
Local Correlation Ensemble with GCN Based on Attention Features for Cross-domain Person Re-ID	32
Multitarget Tracking Using Siamese Neural Networks	32
EGroupNet	31
Human Activity Recognition from Multiple Sensors Data Using Multi-fusion Representations and CNNs	31
An Effective Forest Fire Detection Framework Using Heterogeneous Wireless Multimedia Sensor Networks	31
Security and Privacy of Patient Information in Medical Systems Based on Blockchain Technology	30
A Benchmark Dataset and Comparison Study for Multi-modal Human Action Analytics	30
Region-Level Visual Consistency Verification for Large-Scale Partial-Duplicate Image Search	29
Fine-Grained Visual Computing Based on Deep Learning	29
Integrating Scene Semantic Knowledge into Image Captioning	28
Deep Triplet Neural Networks with Cluster-CCA for Audio-Visual Cross-Modal Retrieval	28
Automatic Assessment of Depression and Anxiety through Encoding Pupil-wave from HCI in VR Scenes	28
Part-wise Spatio-temporal Attention Driven CNN-based 3D Human Action Recognition	28
Market2Dish: Health-aware Food Recommendation	27
Constrained LSTM and Residual Attention for Image Captioning	26
Privacy-preserving Decentralized Learning Framework for Healthcare System	26
Few-shot Food Recognition via Multi-view Representation Learning	25
LogoDet-3K: A Large-scale Image Dataset for Logo Detection	25
Scenario-Aware Recurrent Transformer for Goal-Directed Video Captioning	24
SDN-Assisted DDoS Defense Framework for the Internet of Multimedia Things	24
UID2021: An Underwater Image Dataset for Evaluation of No-Reference Quality Assessment Metrics	23
Analysis of the Security of Internet of Multimedia Things	23
Label Consistent Flexible Matrix Factorization Hashing for Efficient Cross-modal Retrieval	22
Zero-shot Cross-modal Retrieval by Assembling AutoEncoder and Generative Adversarial Network	22
An LSH-based Offloading Method for IoMT Services in Integrated Cloud-Edge Environment	22
Multi-Tier CloudVR	22
Global-Local Enhancement Network for NMF-Aware Sign Language Recognition	21
Privacy Protection for Medical Data Sharing in Smart Healthcare	21
HCMSL: Hybrid Cross-modal Similarity Learning for Cross-modal Retrieval	21
A Multi-agent Feature Selection and Hybrid Classification Model for Parkinson's Disease Diagnosis	20
Point Cloud Quality Assessment: Dataset Construction and Learning-based No-reference Metric	20
A Review on Methods and Applications in Multimodal Deep Learning	20
Bottom-up and Layerwise Domain Adaptation for Pedestrian Detection in Thermal Images	20
eDiaPredict: An Ensemble-based Framework for Diabetes Prediction	19
Cross-Modal Hybrid Feature Fusion for Image-Sentence Matching	19
Lightweight Multi-party Authentication and Key Agreement Protocol in IoT-based E-Healthcare Service	19
xCos: An Explainable Cosine Metric for Face Verification Task	19
Bi-Directional Co-Attention Network for Image Captioning	19
Shuffled ImageNet Banks for Video Event Detection and Search	19
Spherical Convolution Empowered Viewport Prediction in 360 Video Multicast with Limited FoV Feedback	19
Exploring Image Enhancement for Salient Object Detection in Low Light Images	19
Pinball Loss Twin Support Vector Clustering	18

Explanation-Driven HCI Model to Examine the Mini-Mental State for Alzheimer’s Disease	18
A Semi-supervised Learning Approach Based on Adaptive Weighted Fusion for Automatic Image Annotation	18
An Adaptive Two-Layer Light Field Compression Scheme Using GNN-Based Reconstruction	18
3D Tooth Instance Segmentation Learning Objectness and Affinity in Point Cloud	18
An Explainable Deep Learning Ensemble Model for Robust Diagnosis of Diabetic Retinopathy Grading	18
Attribute-wise Explainable Fashion Compatibility Modeling	17
QoE-Fair DASH Video Streaming Using Server-side Reinforcement Learning	17
A Deep Multi-level Attentive Network for Multimodal Sentiment Analysis	17
A Multimodal Framework for Large-Scale Emotion Recognition by Fusing Music and Electrodermal Activity Signals	17
Do Users Behave Similarly in VR? Investigation of the User Influence on the System Design	17
A Novel ( t , s , k , n )-Threshold Visual Secret Sharing Scheme Based on Ac	16
Spatio-temporal Saliency-based Motion Vector Refinement for Frame Rate Up-conversion	16
Medical Image Classification based on an Adaptive Size Deep Learning Model	16
A Sorting Fuzzy Min-Max Model in an Embedded System for Atrial Fibrillation Detection	16
Disentangling Features for Fashion Recommendation	16
Robust Secret Image Sharing Resistant to Noise in Shares	16
A DNA Based Colour Image Encryption Scheme Using A Convolutional Autoencoder	15
Correlation Discrepancy Insight Network for Video Re-identification	15
Controlling Neural Learning Network with Multiple Scales for Image Splicing Forgery Detection	15
Deepfake Video Detection via Predictive Representation Learning	15
Explainable AI: A Multispectral Palm-Vein Identification System with New Augmentation Features	15
ECCNAS: Efficient Crowd Counting Neural Architecture Search	14
Listen, Look, and Find the One	14
Fog-based Secure Service Discovery for Internet of Multimedia Things	14
Kernel Attention Network for Single Image Super-Resolution	14
Fully Unsupervised Person Re-Identification via Selective Contrastive Learning	14
Decoupled Low-Light Image Enhancement	14
Moment is Important: Language-Based Video Moment Retrieval via Adversarial Learning	14
Requet	14
Part-based Structured Representation Learning for Person Re-identification	14
Fine-grained Image Classification via Multi-scale Selective Hierarchical Biquadratic Pooling	14
Knowledge-driven Egocentric Multimodal Activity Recognition	14
Sketch-guided Deep Portrait Generation	13
Performance Analysis of ACTE	13
Clustering Matters: Sphere Feature for Fully Unsupervised Person Re-identification	13
Double Attention Based on Graph Attention Network for Image Multi-Label Classification	13
Detection of AI-Manipulated Fake Faces via Mining Generalized Features	13
A Novel Multi-Sample Generation Method for Adversarial Attacks	13
RD-IOD: Two-Level Residual-Distillation-Based Triple-Network for Incremental Object Detection	13
Deep Semantic and Attentive Network for Unsupervised Video Summarization	12
A Comprehensive Study of Deep Learning-based Covert Communication	12
Image Captioning with a Joint Attention Mechanism by Visual Concept Samples	12
Entropy Slicing Extraction and Transfer Learning Classification for Early Diagnosis of Alzheimer Diseases with sMRI	12
Meta-path Augmented Sequential Recommendation with Contextual Co-attention Network	12
Gaussian Mixture Model Clustering with Incomplete Data	12
Introduction to the Special Issue on Recent Trends in Medical Data Security for e-Health Applications	12
Learning to Fool the Speaker Recognition	12
Smart Director: An Event-Driven Directing System for Live Broadcasting	12
A Densely Connected Network Based on U-Net for Medical Image Segmentation	11
Revisiting Local Descriptor for Improved Few-Shot Classification	11
JoT-GAN: A Framework for Jointly Training GAN and Person Re-Identification Model	11
Deep Illumination-Enhanced Face Super-Resolution Network for Low-Light Images	11
EiMOL: A Secure Medical Image Encryption Algorithm based on Optimization and the Lorenz System	11
GuessUNeed	11
SDN Enabled QoE and Security Framework for Multimedia Applications in 5G Networks	11
Deep Self-Supervised Hyperspectral Image Reconstruction	11
Towards Accurate Oriented Object Detection in Aerial Images with Adaptive Multi-level Feature Fusion	11
Dynamic Graph Learning Convolutional Networks for Semi-supervised Classification	11
Shuffle-invariant Network for Action Recognition in Videos	11
MV2Flow	11
Skeleton Sequence and RGB Frame Based Multi-Modality Feature Fusion Network for Action Recognition	11
Multi-human Parsing with a Graph-based Generative Adversarial Model	11
Distribution Aligned Multimodal and Multi-domain Image Stylization	11
Causal Inference with Knowledge Distilling and Curriculum Learning for Unbiased VQA	11
Less Is More: Learning from Synthetic Data with Fine-Grained Attributes for Person Re-Identification	10
Hierarchical Multi-Attention Transfer for Knowledge Distillation	10
An Explainable Framework for Diagnosis of COVID-19 Pneumonia via Transfer Learning and Discriminant Correlation Analysis	10
Answer Questions with Right Image Regions: A Visual Attention Regularization Approach	10
A Format-compatible Searchable Encryption Scheme for JPEG Images Using Bag-of-words	10
Full-reference Screen Content Image Quality Assessment by Fusing Multilevel Structure Similarity	10
3D Facial Similarity Measurement and Its Application in Facial Organization	10
A Novel GAPG Approach to Automatic Property Generation for Formal Verification: The GAN Perspective	10
Exploring Relations in Untrimmed Videos for Self-Supervised Learning	10
Secure Chaff-less Fuzzy Vault for Face Identification Systems	10
Binary Representation via Jointly Personalized Sparse Hashing	10
Blockchain-Based Audio Watermarking Technique for Multimedia Copyright Protection in Distribution Networks	10
Single-shot Semantic Matching Network for Moment Localization in Videos	10
Transform, Warp, and Dress: A New Transformation-guided Model for Virtual Try-on	10
Output-Bounded and RBFNN-Based Position Tracking and Adaptive Force Control for Security Tele-Surgery	10
Egocentric Early Action Prediction via Adversarial Knowledge Distillation	10

Dilated Convolution-based Feature Refinement Network for Crowd Localization	10
Am I Done? Predicting Action Progress in Videos	9
Motion-Aware Structured Matrix Factorization for Foreground Detection in Complex Scenes	9
Where Are They Going? Predicting Human Behaviors in Crowded Scenes	9
Spatio-Temporal Deep Residual Network with Hierarchical Attentions for Video Event Recognition	9
Generative Metric Learning for Adversarially Robust Open-world Person Re-Identification	9
RDH-DES: Reversible Data Hiding over Distributed Encrypted-Image Servers Based on Secret Sharing	9
Deep Q Network–Driven Task Offloading for Efficient Multimedia Data Analysis in Edge Computing–Assisted IoV	9
SADnet: Semi-supervised Single Image Dehazing Method Based on an Attention Mechanism	9
Harmonious Multi-branch Network for Person Re-identification with Harder Triplet Loss	9
Deep Convolutional Pooling Transformer for Deepfake Detection	9
Deep Unsupervised Key Frame Extraction for Efficient Video Classification	9
Smart Diagnosis	9
GreyReID: A Novel Two-stream Deep Framework with RGB-grey Information for Person Re-identification	9
Self-supervised Calorie-aware Heterogeneous Graph Networks for Food Recommendation	9
Structure-aware Meta-fusion for Image Super-resolution	9
Visual Semantic-Based Representation Learning Using Deep CNNs for Scene Recognition	9
ART-UP: A Novel Method for Generating Scanning-Robust Aesthetic QR Codes	9
MILL: Channel Attention–based Deep Multiple Instance Learning for Landslide Recognition	8
Voice-Face Homogeneity Tells Deepfake	8
Rectified Meta-learning from Noisy Labels for Robust Image-based Plant Disease Classification	8
Learning from Temporal Spatial Cubism for Cross-Dataset Skeleton-based Action Recognition	8
PPNet	8
Deep Uncoupled Discrete Hashing via Similarity Matrix Decomposition	8
A Security and Privacy Validation Methodology for e-Health Systems	8
iDAM: Iteratively Trained Deep In-loop Filter with Adaptive Model Selection	8
Hyper-node Relational Graph Attention Network for Multi-modal Knowledge Graph Completion	8
A Unified Tensor Framework for Clustering and Simultaneous Reconstruction of Incomplete Imaging Data	8
FIN	8
Differentially Private Tensor Train Deep Computation for Internet of Multimedia Things	8
Hybrid Modality Metric Learning for Visible-Infrared Person Re-Identification	8
Scribble-Supervised Meibomian Glands Segmentation in Infrared Images	8
Generation of Realistic Synthetic Financial Time-series	8
FasterPose: A Faster Simple Baseline for Human Pose Estimation	8
MMFN	8
Introduction to the Special Issue on Trustworthy Multimedia Computing and Applications in Urban Scenes	7
SAMAF	7
Mimicking Individual Media Quality Perception with Neural Network based Artificial Observers	7
Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis	7
Adaptive Attention-based High-level Semantic Introduction for Image Caption	7
Multi-feature Fusion VoteNet for 3D Object Detection	7
Efficient Light Field Image Compression with Enhanced Random Access	7
Rank-in-Rank Loss for Person Re-identification	7
From Coarse to Fine: Hierarchical Structure-aware Video Summarization	7
Tell, Imagine, and Search: End-to-end Learning for Composing Text and Image to Image Retrieval	7
Spatial-temporal Regularized Multi-modality Correlation Filters for Tracking with Re-detection	7
Toward Intelligent Fashion Design: A Texture and Shape Disentangled Generative Adversarial Network	7
Sensor-based Human Activity Recognition Using Graph LSTM and Multi-task Classification Model	7
Adversarial Multi-Grained Embedding Network for Cross-Modal Text-Video Retrieval	7
HCNCT: A Cross-chain Interaction Scheme for the Blockchain-based Metaverse	7
Interactive Search vs. Automatic Search	7
Perceptual Image Compression with Block-Level Just Noticeable Difference Prediction	7
An l ½ and Graph Regularized Subspace Clustering Method for Robust Image Segmentation	7
Exploiting Attention-Consistency Loss For Spatial-Temporal Stream Action Recognition	7
Synthesising Privacy by Design Knowledge Toward Explainable Internet of Things Application Designing in Healthcare	7
Alignment Enhancement Network for Fine-grained Visual Categorization	7
MMSUM Digital Twins: A Multi-view Multi-modality Summarization Framework for Sporting Events	7
Image to Modern Chinese Poetry Creation via a Constrained Topic-aware Model	7
Interactive Re-ranking via Object Entropy-Guided Question Answering for Cross-Modal Image Retrieval	6
A Convolutional Neural Network Model Using Weighted Loss Function to Detect Diabetic Retinopathy	6
NR-CNN: Nested-Residual Guided CNN In-loop Filtering for Video Coding	6
Hypomimia Recognition in Parkinson’s Disease With Semantic Features	6
A Survey on Temporal Sentence Grounding in Videos	6
MIS: A Multi-Identifier Management and Resolution System in the Metaverse	6
Learning Transferable Perturbations for Image Captioning	6
A Fast View Synthesis Implementation Method for Light Field Applications	6
Multi-granularity Brushstrokes Network for Universal Style Transfer	6
JDAN: Joint Detection and Association Network for Real-Time Online Multi-Object Tracking	6
Urban Perception: Sensing Cities via a Deep Interactive Multi-task Learning Framework	6
Perturbation-enabled Deep Federated Learning for Preserving Internet of Things-based Social Networks	6
Semantics and Non-fungible Tokens for Copyright Management on the Metaverse and Beyond	6
Mask or Non-Mask? Robust Face Mask Detector via Triplet-Consistency Representation Learning	6
Doctor's Dilemma: Evaluating an Explainable Subtractive Spatial Lightweight Convolutional Neural Network for Brain Tumor Diagnosis	6
Accelerating Transform Algorithm Implementation for Efficient Intra Coding of 8K UHD Videos	6
TT-TSVD: A Multi-modal Tensor Train Decomposition with Its Application in Convolutional Neural Networks for Smart Healthcare	6
Evaluation of Shared Resource Allocation Using SAND for ABR Streaming	6
A Multi-feature and Time-aware-based Stress Evaluation Mechanism for Mental Status Adjustment	6
Learning Semantic Representation on Visual Attribute Graph for Person Re-identification and Beyond	6
Hierarchical and Progressive Image Matting	6
Adaptive Compression for Online Computer Vision: An Edge Reinforcement Learning Approach	6
Lightweight Single Image Super-resolution with Dense Connection Distillation Network	6
Upgrading the Newsroom	6
AMSA: Adaptive Multimodal Learning for Sentiment Analysis	6
Posed and Spontaneous Expression Distinction Using Latent Regression Bayesian Networks	6
WTRPNet: An Explainable Graph Feature Convolutional Neural Network for Epileptic EEG Classification	6
Cross-Domain Brain CT Image Smart Segmentation via Shared Hidden Space Transfer FCM Clustering	6
Detection of Moving Object Using Superpixel Fusion Network	6
Perceptual Hashing of Deep Convolutional Neural Networks for Model Copy Detection	6
Leveraging Deep Statistics for Underwater Image Enhancement	6
SPGAN: Face Forgery Using Spoofing Generative Adversarial Networks	6