Multimedia Tools and Applications

Article	Citations
A review on genetic algorithm: past, present, and future	1727
Natural language processing: state of the art, current trends and challenges	267
FakeBERT: Fake news detection in social media with a BERT-based deep learning approach	255
PSNR vs SSIM: imperceptibility quality assessment for image steganography	246
Vision-based human activity recognition: a survey	230
A review of object detection based on deep learning	221
Object detection using YOLO: challenges, architectural successors, datasets and applications	220
Face mask detection using YOLOv3 and faster R-CNN models: COVID-19 environment	167
A review on extreme learning machine	148
CNN features with bi-directional LSTM for real-time anomaly detection in surveillance networks	138
A data aggregation based approach to exploit dynamic spatio-temporal correlations for citywide crowd flows prediction in fog computing	131
2D object recognition: a comparative analysis of SIFT, SURF and ORB feature descriptors	127
Automatic speech recognition: a survey	125
A multi-class skin Cancer classification using deep convolutional neural networks	124
Multi-class brain tumor classification using residual network and global average pooling	119
Medical image analysis based on deep learning approach	106
An image encryption scheme based on a hybrid model of DNA computing, chaotic systems and hash functions	103
Fine-grained vehicle type classification using lightweight convolutional neural network with feature optimization and joint learning strategy	93
Spoofing detection system for e-health digital twin using EfficientNet Convolution Neural Network	91
CNN based feature extraction and classification for sign language	85
Deep learning-based late fusion of multimodal information for emotion classification of music video	80
Diabetic retinopathy detection and stage classification in eye fundus images using active deep learning	78
Watermarking techniques for medical data authentication: a survey	76
A novel method of S-box design based on discrete chaotic maps and cuckoo search algorithm	75
OPBS-SSHC: outline preservation based segmentation and search based hybrid classification techniques for liver tumor detection	75

TARDB-Net: triple-attention guided residual dense and BiLSTM networks for hyperspectral image classification	75
Automatic human posture estimation for sport activity recognition with robust body parts detection and entropy markov model	75
Apple leaf disease recognition method with improved residual network	75
Adaptive machine learning classification for diabetic retinopathy	74
An efficient IoT based smart farming system using machine learning algorithms	74
Opposition grasshopper optimizer based multimedia data distribution using user evaluation strategy	73
EnsemConvNet: a deep learning approach for human activity recognition using smartphone sensors for healthcare applications	73
Generating logistic chaotic sequence using geometric pattern to decompose and recombine the pixel values	72
Machine learning-based EEG signals classification model for epileptic seizure detection	71
A new image encryption scheme based on hybrid chaotic maps	68
A survey on brain tumor detection techniques for MR images	68
A deep feature-based real-time system for Alzheimer disease stage detection	67
A novel hyper-chaotic image encryption scheme based on quantum genetic algorithm and compressive sensing	66
MOTF: Multi-objective Optimal Trilateral Filtering based partial moving frame algorithm for image denoising	65
ASL-3DCNN: American sign language recognition technique using 3-D convolutional neural networks	65
A fuzzy based ROI selection for encryption and watermarking in medical image using DWT and SVD	65
An improved artificial bee colony algorithm based on whale optimization algorithm for data clustering	64
A new efficient medical image cipher based on hybrid chaotic map and DNA code	63
Classical and modern face recognition approaches: a complete review	63
A color image encryption technique using block scrambling and chaos	61
Traffic sign recognition based on deep learning	61
Single image 3D object reconstruction based on deep learning: A review	61
Image encryption based on a combination of multiple chaotic maps	61
Real time object detection and trackingsystem for video surveillance system	61
RNN / LSTM with modified Adam optimizer in deep learning approach for automobile spare parts demand forecasting	60
CE-FPN: enhancing channel information for object detection	59
Tea leaf disease detection using multi-objective image segmentation	59
The image annotation algorithm using convolutional features from intermediate layer of deep learning	59
Deep convolutional neural network for enhancing traffic sign recognition developed on Yolo V4	59
An improved cuckoo search optimization algorithm with genetic algorithm for community detection in complex networks	59
Bottom-up broadcast neural network for music genre classification	57
A review on face recognition systems: recent approaches and challenges	57
A Computationally Efficient and Scalable Key Management Scheme for Access Control of Media Delivery in Digital Pay-TV Systems	57
A resource conscious human action recognition framework using 26-layered deep convolutional neural network	57
Multiple-image encryption algorithm based on bit planes and chaos	57
A hybrid recommendation system based on profile expansion technique to alleviate cold start problem	56
VGG-ICNN: A Lightweight CNN model for crop disease identification	56
Identifying plant diseases using deep transfer learning and enhanced lightweight network	56
EEG based emotion recognition using fusion feature extraction method	54
The face image super-resolution algorithm based on combined representation learning	54
Predicting the COVID-19 infection with fourteen clinical features using machine learning classification algorithms	54
Face detection in still images under occlusion and non-uniform illumination	54
Reinforcement learning for medical information processing over heterogeneous networks	53
Image segmentation encryption algorithm with chaotic sequence generation participated by cipher and multi-feedback loops	53
A comprehensive survey of image segmentation: clustering methods, performance parameters, and benchmark datasets	52
Image encryption scheme with bit-level scrambling and multiplication diffusion	52
Gravitational search algorithm: a comprehensive analysis of recent variants	51
Efficient reversible data hiding multimedia technique based on smart image interpolation	51
MPBOA - A novel hybrid butterfly optimization algorithm with symbiosis organisms search for global optimization and image segmentation	51
A comprehensive review on soil classification using deep learning and computer vision techniques	51

An intensive healthcare monitoring paradigm by using IoT based machine learning strategies	51
Constructing dynamic strong S-Box using 3D chaotic map and application to image encryption	51
Robust graph regularization nonnegative matrix factorization for link prediction in attributed networks	51
A Recent Survey on Multimedia and Database Watermarking	51
A survey of pre-processing techniques to improve short-text quality: a case study on hate speech detection on twitter	51
Skin cancer disease images classification using deep learning solutions	50
Presentation of a recommender system with ensemble learning and graph embedding: a case on MovieLens	50
Skin melanoma classification using ROI and data augmentation with deep convolutional neural networks	49
Understanding vision-based continuous sign language recognition	49
Deep transfer learning for alzheimer neurological disorder detection	49
Particle swarm optimization performance improvement using deep learning techniques	49
A novel color image encryption algorithm based on image hashing, 6D hyperchaotic and DNA coding	49
Weight analysis for various prohibitory sign detection and recognition using deep learning	49
A 2D logistic map and Lorenz-Rossler chaotic system based RGB image encryption approach	48
A novel approach for facial expression recognition using local binary pattern with adaptive window	48
Tools, techniques, datasets and application areas for object detection in an image: a review	48
Improved crossover based monarch butterfly optimization for tomato leaf disease classification using convolutional neural network	48
Otsu’s thresholding technique for MRI image brain tumor segmentation	47
An image encryption approach based on chaotic maps and genetic operations	47
Fruits diseases classification: exploiting a hierarchical framework for deep features fusion and selection	47
MedSRGAN: medical images super-resolution using generative adversarial networks	47
Automatic prediction of COVID− 19 from chest images using modified ResNet50	47
DeepNetDevanagari: a deep learning model for Devanagari ancient character recognition	47
A hybrid GA and PSO optimized approach for heart-disease prediction based on random forest	46
Inception inspired CNN-GRU hybrid network for human activity recognition	46
Content based image retrieval based on weighted fusion of texture and color features derived from modified local binary patterns and local neighborhood difference patterns	46
Efficient chaotic-based image cryptosystem with different modes of operation	45
COVID-CXNet: Detecting COVID-19 in frontal chest X-ray images using deep learning	45
Novel coronavirus (COVID-19) diagnosis using computer vision and artificial intelligence techniques: a review	45
A review on performance,security and various biometric template protection schemes for biometric authentication systems	45
Deep reinforcement learning based control for Autonomous Vehicles in CARLA	45
Brain tumor detection based on hybrid deep neural network in MRI by adaptive squirrel search optimization	45
A critical review on diagnosis of diabetic retinopathy using machine learning and deep learning	45
Breast cancer masses classification using deep convolutional neural networks and transfer learning	45
gpuRIR: A python library for room impulse response simulation with GPU acceleration	45
Multimedia knowledge‐based bridge health monitoring using digital twin	45
A comprehensive survey on passive techniques for digital video forgery detection	45
Chaotic image encryption algorithm based on arithmetic sequence scrambling model and DNA encoding operation	45
A novel comparative study for detection of Covid-19 on CT lung images using texture analysis, machine learning, and deep learning methods	45
Integrating micro-learning content in traditional e-learning platforms	45
ET-NET: an ensemble of transfer learning models for prediction of COVID-19 infection through chest CT-scan images	44
A brief survey of visual saliency detection	44
A Multidimensional Chaotic Image Encryption Algorithm based on DNA Coding	44
A modified method for image encryption based on chaotic map and genetic algorithm	43
Text query based summarized event searching interface system using deep learning over cloud	43
A real time face mask detection system using convolutional neural network	43
Image surface texture analysis and classification using deep learning	43
Image watermarking using soft computing techniques: A comprehensive survey	42
Indoor objects detection and recognition for an ICT mobility assistance of visually impaired people	42
An efficient and robust watermarking approach based on single value decompression, multi-level DWT, and wavelet fusion with scrambled medical images	42
FSDroid:- A feature selection technique to detect malware from Android using Machine Learning Techniques	42
Video-based isolated hand sign language recognition using a deep cascaded model	41
CNN and LSTM based ensemble learning for human emotion recognition using EEG recordings	41
BM3D image denoising algorithm based on an adaptive filtering	41
A comprehensive survey 5G wireless communication systems: open issues, research challenges, channel estimation, multi carrier modulation and 5G applications	40
Multispectral and hyperspectral images based land use / land cover change prediction analysis: an extensive review	40
A leader Harris hawks optimization for 2-D Masi entropy-based multilevel image thresholding	40
Diagnosis of Parkinson’s disease using deep CNN with transfer learning and data augmentation	40
An hybrid deep learning approach for depression prediction from user tweets using feature-rich CNN and bi-directional LSTM	40
3DGAM: using 3D gesture and CAD models for training on mixed reality remote collaboration	40
Gastrointestinal tract classification using improved LSTM based CNN	40
A robust digital image watermarking scheme based on bat algorithm optimization and SURF detector in SWT domain	39
Low illumination color image enhancement based on Gabor filtering and Retinex theory	39
Copy-move forgery detection using image blobs and BRISK feature	39
CB-Fake: A multimodal deep learning framework for automatic fake news detection using capsule neural network and BERT	39
Analysis of multiobjective evolutionary algorithms on the biobjective traveling salesman problem (1,2)	39
Steganography and Steganalysis (in digital forensics): a Cybersecurity guide	39
A comprehensive survey on convolutional neural network in medical image analysis	38
An efficient CAD system for ALL cell identification from microscopic blood images	38
Deep learning and handcrafted features for one-class anomaly detection in UAV video	38
Deep learning based detection of COVID-19 from chest X-ray images	38
Dragonfly algorithm: a comprehensive survey of its results, variants, and applications	37
An extractive text summarization approach using tagged-LDA based topic modeling	37
Deep learning empowered COVID-19 diagnosis using chest CT scan images for collaborative edge-cloud computing platform	37
Image encryption method based on improved ECC and modified AES algorithm	37
Survey study of multimodality medical image fusion methods	37
Mammogram breast cancer CAD systems for mass detection and classification: a review	37
The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study	37
A study on the sentiments and psychology of twitter users during COVID-19 lockdown period	37
A new image encryption based on bit replacing, chaos and DNA coding techniques	37

Deep grading of mangoes using Convolutional Neural Network and Computer Vision	37
Anomaly events classification and detection system in critical industrial internet of things infrastructure using machine learning algorithms	36
Automatic computer-aided diagnosis system for mass detection and classification in mammography	36
An efficient deep learning technique for facial emotion recognition	36
Symmetric keys image encryption and decryption using 3D chaotic maps with DNA encoding technique	36
Deepfake generation and detection, a survey	36
Efficient 3D medical image segmentation algorithm over a secured multimedia network	36
Robust and imperceptible watermarking scheme based on Canny edge detection and SVD in the contourlet domain	36
Towards effective offloading mechanisms in fog computing	36
A chaotic image encryption algorithm based on a counting system and the semi-tensor product	36
Enhanced SSD with interactive multi-scale attention features for object detection	36
A diagnostic prediction model for chronic kidney disease in internet of things platform	36
AutoFER: PCA and PSO based automatic facial emotion recognition	36
Image segmentation using multilevel thresholding based on type II fuzzy entropy and marine predators algorithm	36
Text-independent speaker recognition using LSTM-RNN and speech enhancement	35
PotSpot: Participatory sensing based monitoring system for pothole detection using deep learning	35
Artificial Driving based EfficientNet for Automatic Plant Leaf Disease Classification	35
Sentiment analysis in textual, visual and multimodal inputs using recurrent neural networks	35
Segmentation and classification of brain tumors using modified median noise filter and deep learning approaches	35
Hybrid data encryption model integrating multi-objective adaptive genetic algorithm for secure medical data communication over cloud-based healthcare systems	35
Crosspooled FishNet: transfer learning based fish species classification model	35
G.V Black dental caries classification and preparation technique using optimal CNN-LSTM classifier	35
A novel chaotic IWT-LSB blind watermarking approach with flexible capacity for secure transmission of authenticated medical images	35
An automated deep learning models for classification of skin disease using Dermoscopy images: a comprehensive study	35
Fine grained sport action recognition with Twin spatio-temporal convolutional neural networks	35
Efficient Detection and Classification of Brain Tumor using Kernel based SVM for MRI	34
Efficient HEVC steganography approach based on audio compression and encryption in QFFT domain for secure multimedia communication	34
Salsa dance learning evaluation and motion analysis in gamified virtual reality environment	34
A comprehensive review on brain tumor segmentation and classification of MRI images	34
Copy move and splicing forgery detection using deep convolution neural network, and semantic segmentation	34
Underwater image enhancement based on DCP and depth transmission map	34
A shallow network for hyperspectral image classification using an autoencoder with convolutional neural network	34
Application of Digital Twins in multiple fields	34
Anomaly recognition from surveillance videos using 3D convolution neural network	34
Machine learning and deep learning approach for medical image analysis: diagnosis to detection	34
Convolutional Neural Networks based classifications of soil images	33
High capacity reversible and secured data hiding in images using interpolation and difference expansion technique	33
YOLO with adaptive frame control for real-time object detection applications	33
Revisiting spatial dropout for regularizing convolutional neural networks	33
A novel self-learning semi-supervised deep learning network to detect fake news on social media	33
Efficient fusion of handcrafted and pre-trained CNNs features to classify melanoma skin cancer	33
Security of medical images for telemedicine: a systematic review	33
Monitoring and surveillance of urban road traffic using low altitude drone images: a deep learning approach	33
Deep convolutional neural network based plant species recognition through features of leaf	33
Deep learning in wheat diseases classification: A systematic review	33
Adaptive UNet-based Lung Segmentation and Ensemble Learning with CNN-based Deep Features for Automated COVID-19 Diagnosis	33
Image encryption algorithm based on dynamic DNA coding operations and 3D chaotic systems	33
Image steganography using deep learning based edge detection	33
An efficient image encryption scheme for TMIS based on elliptic curve integrated encryption and linear cryptography	33
Deep learning based assessment of disease severity for early blight in tomato crop	33
Underwater image restoration based on secondary guided transmission map	33
A safe and secured iris template using steganography and cryptography	33
Efficient detection of copy-move forgery using polar complex exponential transform and gradient direction pattern	33
Attacks on state-of-the-art face recognition using attentional adversarial attack generative network	32
Effective prediction and resource allocation method (EPRAM) in fog computing environment for smart healthcare system	32
Underwater target detection with an attention mechanism and improved scale	32
Segmentation and quantification of COVID-19 infections in CT using pulmonary vessels extraction and deep learning	32
Speech Emotion Recognition UsingConvolutional Neural Network and Long-Short TermMemory	32
Low light enhancement algorithm for color images using intuitionistic fuzzy sets with histogram equalization	32
Human emotion recognition based on facial expressions via deep learning on high-resolution images	32
2D MRI image analysis and brain tumor detection using deep learning CNN model LeU-Net	32
Capsmf: a novel product recommender system using deep learning based text analysis model	32
Refining image steganography distribution for higher security multimedia counting-based secret-sharing	32
A fast CU size decision algorithm for VVC intra prediction based on support vector machine	32
A image encryption algorithm based on chaotic Lorenz system and novel primitive polynomial S-boxes	32
A survey on providing customer and public administration based services using AI: chatbot	32
PSO–Blockchain-based image steganography: towards a new method to secure updating and sharing COVID-19 data in decentralised hospitals intelligence architecture	32
Automatic vehicle detection system in different environment conditions using fast R-CNN	31
Multilevel thresholding of images with improved Otsu thresholding by black widow optimization algorithm	31
Minimum redundancy maximum relevance (mRMR) based feature selection from endoscopic images for automatic gastrointestinal polyp detection	31
Action unit classification for facial expression recognition using active learning and SVM	31
Handwritten signature verification using shallow convolutional neural network	31
Deep feature extraction and classification of breast ultrasound images	31
Lossless image compression-encryption algorithm based on BP neural network and chaotic system	31
Sentiment analysis for user reviews using Bi-LSTM self-attention based CNN model	31
Optimally configured convolutional neural network for Tamil Handwritten Character Recognition by improved lion optimization model	31
Improved partial differential equation-based total variation approach to non-subsampled contourlet transform for medical image denoising	31
DenseHyper: an automatic recognition system for detection of hypertensive retinopathy using dense features transform and deep-residual learning	31
IEVCA: An efficient image encryption technique for IoT applications using 2-D Von-Neumann cellular automata	31
Deep transfer modeling for classification of Maize Plant Leaf Disease	31
Double image compression-encryption algorithm based on fractional order hyper chaotic system and DNA approach	31
Human activity classification using Decision Tree and Naïve Bayes classifiers	31
Underwater image enhancement using contrast limited adaptive histogram equalization and layered difference representation	31
Deep learning based image classification for intestinal hemorrhage	31
Emotion recognition model based on facial expressions	30
CDC_Net: multi-classification convolutional neural network model for detection of COVID-19, pneumothorax, pneumonia, lung Cancer, and tuberculosis using chest X-rays	30
Fruits yield estimation using Faster R-CNN with MIoU	30
Generation of grid multi-wing chaotic attractors and its application in video secure communication system	30
Performance of deer hunting optimization based deep learning algorithm for speech emotion recognition	30
MQTT protocol employing IOT based home safety system with ABE encryption	30
A new data hiding approach for image steganography based on visual color sensitivity	30
Hand pose aware multimodal isolated sign language recognition	30
A novel color image encryption scheme based on a new dynamic compound chaotic map and S-box	30
An efficient image encryption scheme for healthcare applications	30
CNN-based single object detection and tracking in videos and its application to drone detection	30