Multimedia Systems

Article	Citations
Blockchain-enabled supply chain: analysis, challenges, and future directions	114
Medical image-based detection of COVID-19 using Deep Convolution Neural Networks	103
The state of the art of deep learning models in medical science and their challenges	92
Deep learning-based meta-classifier approach for COVID-19 classification using CT scan and chest X-ray images	77
A graph-based CNN-LSTM stock price prediction algorithm with leading indicators	67
Myocardial infarction detection based on deep neural network on imbalanced data	66
A novel image encryption cryptosystem based on true random numbers and chaotic systems	63
Cyberbullying detection solutions based on deep learning architectures	59
Leveraging big data analytics in healthcare enhancement: trends, challenges and opportunities	56
Transfer learning using freeze features for Alzheimer neurological disorder detection using ADNI dataset	52
Prediction model using SMOTE, genetic algorithm and decision tree (PMSGD) for classification of diabetes mellitus	52
Classification of COVID-19 individuals using adaptive neuro-fuzzy inference system	50
An explainable stacked ensemble of deep learning models for improved melanoma skin cancer detection	48
Application of machine learning in ocean data	45
A holistic overview of deep learning approach in medical imaging	41
A deep learning architecture of RA-DLNet for visual sentiment analysis	40
A review of computer vision-based approaches for physical rehabilitation and assessment	40
CyberBERT: BERT for cyberbullying identification	39
Multimodal cyberbullying detection using capsule network with dynamic routing and deep convolutional neural network	39
Optimized multimedia data through computationally intelligent algorithms	38
Detection of hate speech in Arabic tweets using deep learning	37
Immersive multisensory virtual reality technologies for virtual tourism	33
Deep learning-based multi-modal approach using RGB and skeleton sequences for human activity recognition	32
A survey on the interpretability of deep learning in medical diagnosis	31
DL-CNN-based approach with image processing techniques for diagnosis of retinal diseases	29

Music mood and human emotion recognition based on physiological signals: a systematic review	28
Wavelet-Attention CNN for image classification	28
Manifold feature integration for micro-expression recognition	28
A hybrid firefly and particle swarm optimization algorithm applied to multilevel image thresholding	28
Multi-input integrative learning using deep neural networks and transfer learning for cyberbullying detection in real-time code-mix data	27
Fast CU partition decision for H.266/VVC based on the improved DAG-SVM classifier model	25
A privacy-preserving and traitor tracking content-based image retrieval scheme in cloud computing	25
Image and audio caps: automated captioning of background sounds and images using deep learning	25
FU-Net: fast biomedical image segmentation model based on bottleneck convolution layers	23
A deep learning-based framework for detecting COVID-19 patients using chest X-rays	23
Assessing learning engagement based on facial expression recognition in MOOC’s scenario	22
AI inspired EEG-based spatial feature selection method using multivariate empirical mode decomposition for emotion classification	21
A novel method for ECG signal classification via one-dimensional convolutional neural network	20
Automatic liver segmentation from abdominal CT volumes using improved convolution neural networks	20
Few-shot imbalanced classification based on data augmentation	20
A novel pixel-wise authentication-based self-embedding fragile watermarking method	20
Multimodal biometric authentication based on deep fusion of electrocardiogram (ECG) and finger vein	19
Comprehensive systematic review on virtual reality for cultural heritage practices: coherent taxonomy and motivations	19
Study and investigation of video steganography over uncompressed and compressed domain: a comprehensive review	18
RiceNet: convolutional neural networks-based model to classify Pakistani grown rice seed types	18
Robust and fast image hashing with two-dimensional PCA	18
A novel category detection of social media reviews in the restaurant industry	17
Radar target recognition based on few-shot learning	17
A survey on speech synthesis techniques in Indian languages	17
Image steganography based on Kirsch edge detection	17
Face spoofing detection based on chromatic ED-LBP texture feature	16
Deep learning and evolutionary intelligence with fusion-based feature extraction for detection of COVID-19 from chest X-ray images	16
Automatic segmentation of melanoma skin cancer using transfer learning and fine-tuning	16
Evaluation of accurate iris center and eye corner localization method in a facial image for gaze estimation	16
Pupil detection schemes in human eye: a review	15
A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions	15
BDCNet: multi-classification convolutional neural network model for classification of COVID-19, pneumonia, and lung cancer from chest radiographs	15
Multiple forgeries identification in digital video based on correlation consistency between entropy coded frames	15
Music genre classification based on auditory image, spectral and acoustic features	15
Applying deep learning-based multi-modal for detection of coronavirus	15
Image compression and encryption algorithm based on 2D compressive sensing and hyperchaotic system	14
$$\hbox {DA}^2$$Net: a dual attention-aware network for robust crowd counting	14
Multi-feature-based crowd video modeling for visual event detection	14
Abusive language detection from social media comments using conventional machine learning and deep learning approaches	14
Medical image encryption and compression by adaptive sigma filterized synorr certificateless signcryptive Levenshtein entropy-coding-based deep neural learning	13
2D Human pose estimation: a survey	13
RDH-based dynamic weighted histogram equalization using for secure transmission and cancer prediction	13
Robust image steganography approach based on RIWT-Laplacian pyramid and histogram shifting using deep learning	12
Resampling parameter estimation via dual-filtering based convolutional neural network	12
Emperor Penguin optimized event recognition and summarization for cricket highlight generation	12
Hybrid features and semantic reinforcement network for image forgery detection	12
A comprehensive review of facial expression recognition techniques	12
Correction to: DL‑CNN‑based approach with image processing techniques for diagnosis of retinal diseases	12
MQTT-SN, CoAP, and RTP in wireless IoT real-time communications	12
Multi-head attention-based two-stream EfficientNet for action recognition	12

Intelligent multimodal medical image fusion with deep guided filtering	11
Dynamic hand gesture recognition using combination of two-level tracker and trajectory-guided features	11
A light-weight convolutional Neural Network Architecture for classification of COVID-19 chest X-Ray images	11
Interactive video retrieval in the age of effective joint embedding deep models: lessons from the 11th VBS	11
A comprehensive survey on human pose estimation approaches	11
An improved algorithm of multi-exposure image fusion by detail enhancement	10
Combating multimodal fake news on social media: methods, datasets, and future perspective	10
Gaussian Hermite polynomial based lossless medical image compression	10
D-BullyRumbler: a safety rumble strip to resolve online denigration bullying using a hybrid filter-wrapper approach	10
How does context influence music preferences: a user-based study of the effects of contextual information on users’ preferred music	10
Key frame extraction based on global motion statistics for team-sport videos	10
A novel multi-image cryptosystem based on weighted plain images and using combined chaotic maps	10
ParallelNet: multiple backbone network for detection tasks on thigh bone fracture	10
A literature survey on multimodal and multilingual automatic hate speech identification	10
Image super-resolution model using an improved deep learning-based facial expression analysis	10
Fusion of AI techniques to tackle COVID-19 pandemic: models, incidence rates, and future trends	10
PFIMD: a parallel MapReduce-based algorithm for frequent itemset mining	10
An effective security assessment approach for Internet banking services via deep analysis of multimedia data	10
Visual saliency detection via combining center prior and U-Net	10
3D shallow deep neural network for fast and precise segmentation of left atrium	9
A hybrid algorithm for underwater image restoration based on color correction and image sharpening	9
Multi-modal cyber-aggression detection with feature optimization by firefly algorithm	9
An olfactory display for virtual reality glasses	9
An efficient 2D encoding/decoding technique for optical communication system based on permutation vectors theory	9
DwiMark: a multiscale robust deep watermarking framework for diffusion-weighted imaging images	9
Fusion of spatial and dynamic CNN streams for action recognition	9
Predicting skeleton trajectories using a Skeleton-Transformer for video anomaly detection	9
A real-time two-input stream multi-column multi-stage convolution neural network (TIS-MCMS-CNN) for efficient crowd congestion-level analysis	9
Hybrid optimal algorithm-based 2D discrete wavelet transform for image compression using fractional KCA	9
uMoDT: an unobtrusive multi-occupant detection and tracking using robust Kalman filter for real-time activity recognition	9
Local–Global Transformer Neural Network for temporal action segmentation	9
Understanding the limits of 2D skeletons for action recognition	8
DSTnet: a new discrete shearlet transform-based CNN model for image denoising	8
Predicting COVID-19 statistics using machine learning regression model: Li-MuLi-Poly	8
Video compression using hybrid hexagon search and teaching–learning-based optimization technique for 3D reconstruction	8
An overview of deep learning techniques for COVID-19 detection: methods, challenges, and future works	8
An image watermarking technique using hybrid signals as watermarks	8
Practical 3D human skeleton tracking based on multi-view and multi-Kinect fusion	8
Attention based video captioning framework for Hindi	8
Steganalysis of convolutional neural network based on neural architecture search	8
Multi-scale feature balance enhancement network for pedestrian detection	8
Multimedia image and video retrieval based on an improved HMM	8
Novel design of cryptosystems for video/audio streaming via dynamic synchronized chaos-based random keys	8
Semantic image segmentation algorithm in a deep learning computer network	8
Fully automatic image segmentation based on FCN and graph cuts	8
Multi-scale skip-connection network for image super-resolution	8
ALBERT-based fine-tuning model for cyberbullying analysis	8
Video-based driver action recognition via hybrid spatial–temporal deep learning framework	8
An image classification model based on transfer learning for ulcerative proctitis	7
Facial expression recognition of online learners from real-time videos using a novel deep learning model	7
NasmamSR: a fast image super-resolution network based on neural architecture search and multiple attention mechanism	7
Multichannel speech separation using hybrid GOMF and enthalpy-based deep neural networks	7
Habitat mapping using deep neural networks	7
An effective and secure video watermarking using hybrid technique	7
A hybrid DST-SBPNRM approach for compressed video steganography	7
CaDaCa: a new caching strategy in NDN using data categorization	7
2C-Net: integrate image compression and classification via deep neural network	7
A selective region-based detection and tracking approach towards the recognition of dynamic bare hand gesture using deep neural network	7
A CNN-based scheme for COVID-19 detection with emergency services provisions using an optimal path planning	7
3D human pose estimation with multi-scale graph convolution and hierarchical body pooling	7
Deep corner prediction to rectify tilted license plate images	6
Wireless multipath video transmission: when IoT video applications meet networking—a survey	6
Deep learning in multimedia healthcare applications: a review	6
Unbiased feature enhancement framework for cross-modality person re-identification	6
View-target relation-guided unsupervised 2D image-based 3D model retrieval via transformer	6
Deep learning methods for anomalies detection in social networks using multidimensional networks and multimodal data: a survey	6
Multiscale object detection based on channel and data enhancement at construction sites	6
BLE-Net: boundary learning and enhancement network for polyp segmentation	6
MADP-IIME: malware attack detection protocol in IoT-enabled industrial multimedia environment using machine learning approach	6
Visual saliency prediction using multi-scale attention gated network	6
Characteristic analysis of new four-dimensional autonomous power system and its application in color image encryption	6
Complementary spatiotemporal network for video question answering	6
Use of deep learning in soccer videos analysis: survey	6
Recent advancement in haze removal approaches	6
Image lossless encoding and encryption method of EBCOT Tier1 based on 4D hyperchaos	6
A multi-scale multi-attention network for dynamic facial expression recognition	6
Reversible data hiding in encrypted medical DICOM image	6
Deep learning based cyber bullying early detection using distributed denial of service flow	6
A convolutional neural network and classical moments-based feature fusion model for gesture recognition	6
Bayer image demosaicking and denoising based on specialized networks using deep learning	6

Correction to: Abusive language detection from social media comments using conventional machine learning and deep learning approaches	6
A compressed string matching algorithm for face recognition with partial occlusion	6
Sequential learning for sketch-based 3D model retrieval	6
Online multi-object tracking using KCF-based single-object tracker with occlusion analysis	6
Secure speech coding communication using hyperchaotic key generators for AMR-WB codec	5
TMIF: transformer-based multi-modal interactive fusion for automatic rumor detection	5
Scale-aware attention-based multi-resolution representation for multi-person pose estimation	5
A novel biometric crypto system based on cryptographic key binding with user biometrics	5
Reversible data hiding in adjacent zeros	5
Sanskrit to universal networking language EnConverter system based on deep learning and context-free grammar	5
Low-complexity fake face detection based on forensic similarity	5
Micro-expression recognition based on SqueezeNet and C3D	5
Watermarking techniques for three-dimensional (3D) mesh models: a survey	5
Visual driving assistance system based on few-shot learning	5
CMFCUNet: cascaded multi-scale feature calibration UNet for pancreas segmentation	5
Visible light polarization image desmogging via Cycle Convolutional Neural Network	5
A TextCNN and WGAN-gp based deep learning frame for unpaired text style transfer in multimedia services	5
Integrating Gaussian mixture model and dilated residual network for action recognition in videos	5
Skip-attention encoder–decoder framework for human motion prediction	5
An object detection-based few-shot learning approach for multimedia quality assessment	5
Numerical computation based few-shot learning for intelligent sea surface temperature prediction	5
Local feature fusion and SRC-based decision fusion for ear recognition	5
SegNet: a network for detecting deepfake facial videos	5
Rescue decision via Earthquake Disaster Knowledge Graph reasoning	5
Floor of log: a novel intelligent algorithm for 3D lung segmentation in computer tomography images	5
Food image classification and image retrieval based on visual features and machine learning	5
A lightweight CNN-based algorithm and implementation on embedded system for real-time face recognition	5
Color image quantization with peak-picking and color space	5
Efficient and high-performance pedestrian detection implementation for intelligent vehicles	5
Point cloud denoising algorithm with geometric feature preserving	5
Unsupervised knowledge representation of panoramic dental X-ray images using SVG image-and-object clustering	5
Audio steganography with less modification to the optimal matching CNV-QIM path with the minimal hamming distance expected value to a secret	5
PAGN: perturbation adaption generation network for point cloud adversarial defense	5
Unsupervised single image dehazing with generative adversarial network	5