ACM Transactions on Multimedia Computing Communications and Applicatio

Article	Citations
Understanding and Creating Art with AI: Review and Outlook	164
Depth Image Denoising Using Nuclear Norm and Learning Graph Model	161
Age-Invariant Face Recognition by Multi-Feature Fusionand Decomposition with Self-attention	117
Learning Adaptive Spatial-Temporal Context-Aware Correlation Filters for UAV Tracking	109
Precise No-Reference Image Quality Evaluation Based on Distortion Identification	89
A Fast Defogging Image Recognition Algorithm Based on Bilateral Hybrid Filtering	84
Fine-Grained Visual Textual Alignment for Cross-Modal Retrieval Using Transformer Encoders	78
Chinese Image Captioning via Fuzzy Attention-based DenseNet-BiLSTM	78
TripRes	73
Survey on Deep Multi-modal Data Analytics: Collaboration, Rivalry, and Fusion	67
Smart City Construction and Management by Digital Twins and BIM Big Data in COVID-19 Scenario	62
Wavelength-based Attributed Deep Neural Network for Underwater Image Restoration	62
Conditional LSTM-GAN for Melody Generation from Lyrics	59
A Weakly Supervised Semantic Segmentation Network by Aggregating Seed Cues: The Multi-Object Proposal Generation Perspective	56
Music2Dance: DanceNet for Music-Driven Dance Generation	55
Deep Learning-based Smart Predictive Evaluation for Interactive Multimedia-enabled Smart Healthcare	55
Cross-modal Graph Matching Network for Image-text Retrieval	55
Compatibility-Aware Web API Recommendation for Mashup Creation via Textual Description Mining	54
Perceptual Quality Assessment of Low-light Image Enhancement	49
Knowledge-aware Multi-modal Adaptive Graph Convolutional Networks for Fake News Detection	49
Trust Mechanism of Feedback Trust Weight in Multimedia Network	46
Towards Integrating Image Encryption with Compression: A Survey	45
A Survey on Healthcare Data: A Security Perspective	42
Spherical Convolution Empowered Viewport Prediction in 360 Video Multicast with Limited FoV Feedback	42
Uncertainty-Aware Semi-Supervised Method Using Large Unlabeled and Limited Labeled COVID-19 Data	41

A Review on Methods and Applications in Multimodal Deep Learning	40
An Effective Forest Fire Detection Framework Using Heterogeneous Wireless Multimedia Sensor Networks	40
Is the Reign of Interactive Search Eternal? Findings from the Video Browser Showdown 2020	39
Local Correlation Ensemble with GCN Based on Attention Features for Cross-domain Person Re-ID	37
A Multimodal, Multimedia Point-of-Care Deep Learning Framework for COVID-19 Diagnosis	37
UID2021: An Underwater Image Dataset for Evaluation of No-Reference Quality Assessment Metrics	36
Integrating Scene Semantic Knowledge into Image Captioning	34
Part-wise Spatio-temporal Attention Driven CNN-based 3D Human Action Recognition	33
A Deep Multi-level Attentive Network for Multimodal Sentiment Analysis	32
LogoDet-3K: A Large-scale Image Dataset for Logo Detection	32
Automatic Assessment of Depression and Anxiety through Encoding Pupil-wave from HCI in VR Scenes	32
Point Cloud Quality Assessment: Dataset Construction and Learning-based No-reference Metric	32
Multitarget Tracking Using Siamese Neural Networks	31
Market2Dish: Health-aware Food Recommendation	31
Privacy-preserving Decentralized Learning Framework for Healthcare System	30
Multi-Tier CloudVR	29
Label Consistent Flexible Matrix Factorization Hashing for Efficient Cross-modal Retrieval	28
Security and Privacy of Patient Information in Medical Systems Based on Blockchain Technology	28
Fine-Grained Visual Computing Based on Deep Learning	28
A Multi-agent Feature Selection and Hybrid Classification Model for Parkinson's Disease Diagnosis	27
xCos: An Explainable Cosine Metric for Face Verification Task	27
Zero-shot Cross-modal Retrieval by Assembling AutoEncoder and Generative Adversarial Network	26
Bottom-up and Layerwise Domain Adaptation for Pedestrian Detection in Thermal Images	26
Bi-Directional Co-Attention Network for Image Captioning	26
A DNA Based Colour Image Encryption Scheme Using A Convolutional Autoencoder	26
An Explainable Deep Learning Ensemble Model for Robust Diagnosis of Diabetic Retinopathy Grading	26
Global-Local Enhancement Network for NMF-Aware Sign Language Recognition	25
Cross-Modal Hybrid Feature Fusion for Image-Sentence Matching	25
Deepfake Video Detection via Predictive Representation Learning	24
Hierarchical Multi-Attention Transfer for Knowledge Distillation	24
Scenario-Aware Recurrent Transformer for Goal-Directed Video Captioning	24
Exploring Image Enhancement for Salient Object Detection in Low Light Images	22
Explanation-Driven HCI Model to Examine the Mini-Mental State for Alzheimer’s Disease	22
Disentangling Features for Fashion Recommendation	22
eDiaPredict: An Ensemble-based Framework for Diabetes Prediction	22
Decoupled Low-Light Image Enhancement	21
Controlling Neural Learning Network with Multiple Scales for Image Splicing Forgery Detection	21
Deep Convolutional Pooling Transformer for Deepfake Detection	21
HCMSL: Hybrid Cross-modal Similarity Learning for Cross-modal Retrieval	20
Voice-Face Homogeneity Tells Deepfake	20
EiMOL: A Secure Medical Image Encryption Algorithm based on Optimization and the Lorenz System	20
A Novel ( t , s , k , n )-Threshold Visual Secret Sharing Scheme Based on Ac	20
A Multimodal Framework for Large-Scale Emotion Recognition by Fusing Music and Electrodermal Activity Signals	20
Lightweight Multi-party Authentication and Key Agreement Protocol in IoT-based E-Healthcare Service	20
3D Tooth Instance Segmentation Learning Objectness and Affinity in Point Cloud	19
Attribute-wise Explainable Fashion Compatibility Modeling	19
A Semi-supervised Learning Approach Based on Adaptive Weighted Fusion for Automatic Image Annotation	19
Pinball Loss Twin Support Vector Clustering	18
Deep Q Network–Driven Task Offloading for Efficient Multimedia Data Analysis in Edge Computing–Assisted IoV	18
Part-based Structured Representation Learning for Person Re-identification	17

Robust Secret Image Sharing Resistant to Noise in Shares	17
Fine-grained Image Classification via Multi-scale Selective Hierarchical Biquadratic Pooling	17
A Sorting Fuzzy Min-Max Model in an Embedded System for Atrial Fibrillation Detection	17
Medical Image Classification based on an Adaptive Size Deep Learning Model	17
Revisiting Local Descriptor for Improved Few-Shot Classification	16
Skeleton Sequence and RGB Frame Based Multi-Modality Feature Fusion Network for Action Recognition	16
Moment is Important: Language-Based Video Moment Retrieval via Adversarial Learning	16
Correlation Discrepancy Insight Network for Video Re-identification	16
A Novel Multi-Sample Generation Method for Adversarial Attacks	16
RD-IOD: Two-Level Residual-Distillation-Based Triple-Network for Incremental Object Detection	16
Knowledge-driven Egocentric Multimodal Activity Recognition	16
Deep Semantic and Attentive Network for Unsupervised Video Summarization	15
A Comprehensive Study of Deep Learning-based Covert Communication	15
Towards Accurate Oriented Object Detection in Aerial Images with Adaptive Multi-level Feature Fusion	15
Causal Inference with Knowledge Distilling and Curriculum Learning for Unbiased VQA	15
FasterPose: A Faster Simple Baseline for Human Pose Estimation	15
GuessUNeed	15
Detection of AI-Manipulated Fake Faces via Mining Generalized Features	15
Learning to Fool the Speaker Recognition	15
Double Attention Based on Graph Attention Network for Image Multi-Label Classification	15
Am I Done? Predicting Action Progress in Videos	15
Entropy Slicing Extraction and Transfer Learning Classification for Early Diagnosis of Alzheimer Diseases with sMRI	15
SDN Enabled QoE and Security Framework for Multimedia Applications in 5G Networks	15
Gaussian Mixture Model Clustering with Incomplete Data	15
Fully Unsupervised Person Re-Identification via Selective Contrastive Learning	14
Secure Chaff-less Fuzzy Vault for Face Identification Systems	14
Distribution Aligned Multimodal and Multi-domain Image Stylization	14
A Novel GAPG Approach to Automatic Property Generation for Formal Verification: The GAN Perspective	14
Doctor's Dilemma: Evaluating an Explainable Subtractive Spatial Lightweight Convolutional Neural Network for Brain Tumor Diagnosis	14
Answer Questions with Right Image Regions: A Visual Attention Regularization Approach	14
Explainable AI: A Multispectral Palm-Vein Identification System with New Augmentation Features	14
ECCNAS: Efficient Crowd Counting Neural Architecture Search	14
Egocentric Early Action Prediction via Adversarial Knowledge Distillation	14
ART-UP: A Novel Method for Generating Scanning-Robust Aesthetic QR Codes	14
Generation of Realistic Synthetic Financial Time-series	13
Multi-human Parsing with a Graph-based Generative Adversarial Model	13
Generative Metric Learning for Adversarially Robust Open-world Person Re-Identification	13
Clustering Matters: Sphere Feature for Fully Unsupervised Person Re-identification	13
SADnet: Semi-supervised Single Image Dehazing Method Based on an Attention Mechanism	13
Video Frame Interpolation: A Comprehensive Survey	13
A Format-compatible Searchable Encryption Scheme for JPEG Images Using Bag-of-words	13
Deep Illumination-Enhanced Face Super-Resolution Network for Low-Light Images	13
Leveraging Deep Statistics for Underwater Image Enhancement	13
Introduction to the Special Issue on Recent Trends in Medical Data Security for e-Health Applications	13
Hyper-node Relational Graph Attention Network for Multi-modal Knowledge Graph Completion	13
Binary Representation via Jointly Personalized Sparse Hashing	13
Dynamic Graph Learning Convolutional Networks for Semi-supervised Classification	13
Smart Director: An Event-Driven Directing System for Live Broadcasting	13
A Densely Connected Network Based on U-Net for Medical Image Segmentation	12
MMFN	12
Structure-aware Meta-fusion for Image Super-resolution	12
Deep Self-Supervised Hyperspectral Image Reconstruction	12
Deep Unsupervised Key Frame Extraction for Efficient Video Classification	12
RDH-DES: Reversible Data Hiding over Distributed Encrypted-Image Servers Based on Secret Sharing	12
Self-supervised Calorie-aware Heterogeneous Graph Networks for Food Recommendation	12
Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis	12
Unifying Dual-Attention and Siamese Transformer Network for Full-Reference Image Quality Assessment	12
JoT-GAN: A Framework for Jointly Training GAN and Person Re-Identification Model	12
Less Is More: Learning from Synthetic Data with Fine-Grained Attributes for Person Re-Identification	12
Motion-Aware Structured Matrix Factorization for Foreground Detection in Complex Scenes	12
Exploiting Attention-Consistency Loss For Spatial-Temporal Stream Action Recognition	12
Toward Intelligent Fashion Design: A Texture and Shape Disentangled Generative Adversarial Network	12
Multi-feature Fusion VoteNet for 3D Object Detection	12
Multi-Guidance CNNs for Salient Object Detection	12
Graph Attention Transformer Network for Multi-label Image Classification	12
A Convolutional Neural Network Model Using Weighted Loss Function to Detect Diabetic Retinopathy	11
An Explainable Framework for Diagnosis of COVID-19 Pneumonia via Transfer Learning and Discriminant Correlation Analysis	11
Output-Bounded and RBFNN-Based Position Tracking and Adaptive Force Control for Security Tele-Surgery	11
Hybrid Modality Metric Learning for Visible-Infrared Person Re-Identification	11
Multi-granularity Brushstrokes Network for Universal Style Transfer	11
Introduction to the Special Issue on Trustworthy Multimedia Computing and Applications in Urban Scenes	11
Transform, Warp, and Dress: A New Transformation-guided Model for Virtual Try-on	11
MILL: Channel Attention–based Deep Multiple Instance Learning for Landslide Recognition	11
Blockchain-Based Audio Watermarking Technique for Multimedia Copyright Protection in Distribution Networks	11
Semantic Completion and Filtration for Image–Text Retrieval	11
Shuffle-invariant Network for Action Recognition in Videos	11
Deep Uncoupled Discrete Hashing via Similarity Matrix Decomposition	11
Dilated Convolution-based Feature Refinement Network for Crowd Localization	11
Socializing the Videos: A Multimodal Approach for Social Relation Recognition	10
Harmonious Multi-branch Network for Person Re-identification with Harder Triplet Loss	10

Exploring Relations in Untrimmed Videos for Self-Supervised Learning	10
Retrieval Augmented Convolutional Encoder-decoder Networks for Video Captioning	10
MKVSE: Multimodal Knowledge Enhanced Visual-semantic Embedding for Image-text Retrieval	10
Single-shot Semantic Matching Network for Moment Localization in Videos	10
Where Are They Going? Predicting Human Behaviors in Crowded Scenes	10
Learning from Temporal Spatial Cubism for Cross-Dataset Skeleton-based Action Recognition	10
Full-reference Screen Content Image Quality Assessment by Fusing Multilevel Structure Similarity	10
GreyReID: A Novel Two-stream Deep Framework with RGB-grey Information for Person Re-identification	10
Tell, Imagine, and Search: End-to-end Learning for Composing Text and Image to Image Retrieval	10
WTRPNet: An Explainable Graph Feature Convolutional Neural Network for Epileptic EEG Classification	10
Alignment Enhancement Network for Fine-grained Visual Categorization	10
iDAM: Iteratively Trained Deep In-loop Filter with Adaptive Model Selection	10
Rank-in-Rank Loss for Person Re-identification	9
BMIF: Privacy-preserving Blockchain-based Medical Image Fusion	9
Transformer-Based Visual Grounding with Cross-Modality Interaction	9
A Survey on Temporal Sentence Grounding in Videos	9
Bidirectional Transformer GAN for Long-term Human Motion Prediction	9
Visual Semantic-Based Representation Learning Using Deep CNNs for Scene Recognition	9
Learning Semantic Representation on Visual Attribute Graph for Person Re-identification and Beyond	9
Deep Learning Based Occluded Person Re-Identification: A Survey	9
Rectified Meta-learning from Noisy Labels for Robust Image-based Plant Disease Classification	9
Learning Video-Text Aligned Representations for Video Captioning	9
Progressive Localization Networks for Language-Based Moment Localization	9
On Modality Bias Recognition and Reduction	9
Frequency-aware Camouflaged Object Detection	9
An l ½ and Graph Regularized Subspace Clustering Method for Robust Image Segmentation	9
Sensor-based Human Activity Recognition Using Graph LSTM and Multi-task Classification Model	9
Efficient Light Field Image Compression with Enhanced Random Access	9
Modeling Long-range Dependencies and Epipolar Geometry for Multi-view Stereo	8
Beyond the Parts: Learning Coarse-to-Fine Adaptive Alignment Representation for Person Search	8
Boosting Scene Graph Generation with Visual Relation Saliency	8
Mimicking Individual Media Quality Perception with Neural Network based Artificial Observers	8
Automatic Comic Generation with Stylistic Multi-page Layouts and Emotion-driven Text Balloon Generation	8
Synthesising Privacy by Design Knowledge Toward Explainable Internet of Things Application Designing in Healthcare	8
MIS: A Multi-Identifier Management and Resolution System in the Metaverse	8
Hypergraph Association Weakly Supervised Crowd Counting	8
Meta-MMFNet: Meta-learning-based Multi-model Fusion Network for Micro-expression Recognition	8
SPGAN: Face Forgery Using Spoofing Generative Adversarial Networks	8
NumCap: A Number-controlled Multi-caption Image Captioning Network	8
Web3 Metaverse: State-of-the-Art and Vision	8
Equivariant Adversarial Network for Image-to-image Translation	8
Data Augmentation-based Novel Deep Learning Method for Deepfaked Images Detection	8
Non-Acted Text and Keystrokes Database and Learning Methods to Recognize Emotions	8
A Security and Privacy Validation Methodology for e-Health Systems	8
Interactive Search vs. Automatic Search	8
HCNCT: A Cross-chain Interaction Scheme for the Blockchain-based Metaverse	8
ProActive DeepFake Detection using GAN-based Visible Watermarking	8
Scribble-Supervised Meibomian Glands Segmentation in Infrared Images	8
Adaptive Attention-based High-level Semantic Introduction for Image Caption	8
Accelerating Transform Algorithm Implementation for Efficient Intra Coding of 8K UHD Videos	8
An End-to-end Heterogeneous Restraint Network for RGB-D Cross-modal Person Re-identification	8
Affective Interaction: Attentive Representation Learning for Multi-Modal Sentiment Classification	8
Using Four Hypothesis Probability Estimators for CABAC in Versatile Video Coding	7
Uni-EDEN: Universal Encoder-Decoder Network by Multi-Granular Vision-Language Pre-training	7
Attention-guided Multi-modality Interaction Network for RGB-D Salient Object Detection	7
CUR Transformer: A Convolutional Unbiased Regional Transformer for Image Denoising	7
A Multi-feature and Time-aware-based Stress Evaluation Mechanism for Mental Status Adjustment	7
Perceptual Image Compression with Block-Level Just Noticeable Difference Prediction	7
Perceptual Hashing of Deep Convolutional Neural Networks for Model Copy Detection	7
Eye-based Recognition for User Identification on Mobile Devices	7
AMSA: Adaptive Multimodal Learning for Sentiment Analysis	7
ESRNet: Efficient Search and Recognition Network for Image Manipulation Detection	7
Hypomimia Recognition in Parkinson’s Disease With Semantic Features	7
Head Pose Estimation Patterns as Deepfake Detectors	7
TT-TSVD: A Multi-modal Tensor Train Decomposition with Its Application in Convolutional Neural Networks for Smart Healthcare	7
Detection of Moving Object Using Superpixel Fusion Network	7
Robust Hashing via Global and Local Invariant Features for Image Copy Detection	7
MMSUM Digital Twins: A Multi-view Multi-modality Summarization Framework for Sporting Events	7
From Coarse to Fine: Hierarchical Structure-aware Video Summarization	7
Hierarchical and Progressive Image Matting	7
Multi-scale Edge-guided Learning for 3D Reconstruction	7
Y-Net: Dual-branch Joint Network for Semantic Segmentation	7
NR-CNN: Nested-Residual Guided CNN In-loop Filtering for Video Coding	7
A Bayesian Quality-of-Experience Model for Adaptive Streaming Videos	7
Spatial-temporal Regularized Multi-modality Correlation Filters for Tracking with Re-detection	7
Fine-Grained Adversarial Semi-Supervised Learning	7
Low-light Image Enhancement via a Frequency-based Model with Structure and Texture Decomposition	7
Pedestrian-Aware Panoramic Video Stitching Based on a Structured Camera Array	7
Adversarial Multi-Grained Embedding Network for Cross-Modal Text-Video Retrieval	7
A Fast View Synthesis Implementation Method for Light Field Applications	7
Millimeter Wave and Free-space-optics for Future Dual-connectivity 6DOF Mobile Multi-user VR Streaming	7
A Decoupled Kernel Prediction Network Guided by Soft Mask for Single Image HDR Reconstruction	7
Robust Searching-Based Gradient Collaborative Management in Intelligent Transportation System	7
Multi-view Shape Generation for a 3D Human-like Body	7
Multi-task Learning-based All-in-one Collaboration Framework for Degraded Image Super-resolution	7
Robust Copyright Protection Technique with High-embedding Capacity for Color Images	7
PRNU-based Image Forgery Localization with Deep Multi-scale Fusion	7
Learning Transferable Perturbations for Image Captioning	7
SETTI: A S elf-supervised Adv E rsarial Malware De T ection Archi T ecture i	7
Adaptive Compression for Online Computer Vision: An Edge Reinforcement Learning Approach	6
Facial-expression-aware Emotional Color Transfer Based on Convolutional Neural Network	6
Variational Autoencoder with CCA for Audio–Visual Cross-modal Retrieval	6
Urban Perception: Sensing Cities via a Deep Interactive Multi-task Learning Framework	6
Bi-manual Haptic-based Periodontal Simulation with Finger Support and Vibrotactile Feedback	6
JDAN: Joint Detection and Association Network for Real-Time Online Multi-Object Tracking	6