Advanced detection techniques for driver drowsiness: a comprehensive review of machine learning, deep learning, and physiological approaches

M Kamboj, K Kadian, V Dwivedi, A Wary… - Multimedia Tools and …, 2024 - Springer
Road mishaps, a global concern, see driver fatigue contributing to roughly 40% of accidents
in India. Detecting drowsiness early is pivotal in countering this threat. Despite prior …

Exploring the influence of instagram use on materialism and situational intrinsic learning motivation: An online experimental study

T Otto, B Thies - Education and Information Technologies, 2024 - Springer
In recent years, social media such as YouTube, TikTok, and Instagram have become an
essential part of the everyday lives of children and young adults. Integrating elements of …

Optimized Convolutional Neural Network at the IoT edge for image detection using pruning and quantization

S Naveen, MR Kounte - Multimedia Tools and Applications, 2024 - Springer
Most real-time computer vision applications heavily rely on Convolutional Neural Network
(CNN) based models, for image classification and recognition. Due to the computationally …

TDLCI: An efficient scheme for tamper detection and localization in color images

N Altaf, NA Loan, M Hussan, SA Parah - Multimedia Tools and …, 2024 - Springer
In the contemporary multimedia world, image authentication has become incredibly
important. According to an Ericsson report, the amount of data on the internet has multiplied …

VEDANet: A dense blocked network for visual emotion analysis in multimedia retrieval

K Sharma, R Nandal, S Kumar, K Joshi - Multimedia Tools and …, 2024 - Springer
This research focuses on addressing the challenges of visual emotion analysis and
emphasizes the need for improved comprehension and categorization of emotions by …

Multi-classification of eye disease based on fundus images using hybrid Squeeze Net and LRCN model

M Alharbi - Multimedia Tools and Applications, 2024 - Springer
Globally, eye disorders have been a major issue, especially in developing nations where
resources for technology and financing are limited. Due to its tremendous feature learning …

Privacy-Preserving Federated Learning System (f-PPLS) for military focused area classification

P Arora, V Khullar, I Kansal, R Kumar… - Multimedia Tools and …, 2024 - Springer
Accurate classification of military-focused areas using machine learning techniques is
crucial for meeting military criteria. However, preserving high data privacy in aerial image …

Hybrid optimization assisted deep ensemble classification framework for skin cancer detection

IR Pukhta, RK Rout - Multimedia Tools and Applications, 2024 - Springer
In 2018, there were 1 million occurrences of non-melanoma cancer and 288,000
occurrences of malignant skin cancer (MM) recorded worldwide. Given the aging of the …

PCA-IFNNR: Principal component analysis based image fusion directed nearest neighbor representation for dark face image super resolution

B Kumar, SS Rajput - Multimedia Tools and Applications, 2024 - Springer
Facial image captured under uncontrolled environment often degraded by blur, noise and
low-light effect which significantly affect the performance of different real life applications. To …

Lightweight deep learning model-based UAVs visual detection

SA Mahmood, FA Abdulmunem, SH Lafta - Multimedia Tools and …, 2024 - Springer
Unmanned aerial vehicles (UAV) are often known as drones and are designed to introduce
considerable benefits for privacy security and surveillance systems applications. However …