An overview of violence detection techniques: current challenges and future directions

N Mumtaz, N Ejaz, S Habib, SM Mohsin… - Artificial intelligence …, 2023 - Springer
Abstract The Big Video Data generated in today's smart cities has raised concerns from its
purposeful usage perspective, where surveillance cameras, among many others are the …

Human posture estimation and sustainable events classification via pseudo-2D stick model and K-ary tree hashing

A Jalal, I Akhtar, K Kim - Sustainability, 2020 - mdpi.com
This paper suggests that human pose estimation (HPE) and sustainable event classification
(SEC) require an advanced human skeleton and context-aware features extraction …

Stochastic remote sensing event classification over adaptive posture estimation via multifused data and deep belief network

M Gochoo, I Akhter, A Jalal, K Kim - Remote sensing, 2021 - mdpi.com
Advances in video capturing devices enable adaptive posture estimation (APE) and event
classification of multiple human-based videos for smart systems. Accurate event …

Multiple events detection using context-intelligence features

YY Ghadi, I Akhter, SA Alsuhibany… - Intelligent …, 2022 - repository.hanyang.ac.kr
Event detection systems are mainly used to observe and monitor human behavior via red
green blue (RGB) images and videos. Event detection using RGB images is one of the …

Syntactic model-based human body 3D reconstruction and event classification via association based features mining and deep learning

Y Ghadi, I Akhter, M Alarfaj, A Jalal, K Kim - PeerJ Computer Science, 2021 - peerj.com
The study of human posture analysis and gait event detection from various types of inputs is
a key contribution to the human life log. With the help of this research and technologies …

RETRACTED ARTICLE: Automatic recognition of tomato leaf disease using fast enhanced learning with image processing

T Vadivel, R Suguna - … Scandinavica, Section B—Soil & Plant …, 2022 - Taylor & Francis
The changes in weather have beneficial and harmful effects on crop yields. There will be a
loss of yield because of the diseases in crops. With the growing population, the fundamental …

Video event detection, classification and retrieval using ensemble feature selection

S Alamuru, S Jain - Cluster Computing, 2021 - Springer
In recent times, video analysis gains more popularity among the researchers, due to its
social impact and widespread applications. In this research article, a novel algorithm is …

Violent video event detection: a local optimal oriented pattern based approach

BH Lohithashva, VNM Aradhya - … , AII 2021, Nottingham, UK, July 30–31 …, 2021 - Springer
Video/Camera-based monitoring is a prominent and difficult research problem in the field of
machine learning and pattern recognition and posed much interest in our safety in the …

[PDF][PDF] A Novel Spatio-Temporal Violence Classification Framework Based on Material Derivative and LSTM Neural Network.

W Lejmi, AB Khalifa, MA Mahjoub - Traitement du Signal, 2020 - academia.edu
Accepted: 20 September 2020 In the current era, the implementation of automated security
video surveillance systems is particularly needy in terms of human violence recognition …

Violent activity classification with transferred deep features and 3d-Cnn

AS Keceli, A Kaya - Signal, Image and Video Processing, 2023 - Springer
Recognition of violent activities is a sub-problem of activity recognition that is new and less
studied, comparatively. This study proposes a method to classify violent activity videos by …