Real-time violence detection using CNN and LSTM
Dec 22, 2023 · There is a need for developing deep learning solutions to analyze videos to identify the presence of violence. In this paper, the authors propose a deep neural network for the recognition of violent videos.
Robust Real-Time Violence Detection in Video Using CNN And …
In this paper, we proposed a real-time violence detector based on deep-learning methods. The proposed model consists of CNN as a spatial feature extractor and LSTM as temporal relation learning method with a focus on the three-factor (overall generality - accuracy - …
[2107.07578] Real-Time Violence Detection Using CNN-LSTM
Jul 15, 2021 · To address the butterfly effects impact in our setting, I made a unique model and a theorized system to handle the issue utilizing deep learning. The model takes the input of the CCTV video feeds and after drawing inference, recognizes if a violent movement is going on.
Violence-Detection-Using-Artificial-Intelligence (CNN-LSTM)
Implementing Artificial Intelligence for real-time violence detection in CCTV footage, leveraging CNN and LSTM architectures to capture crucial spatial and temporal features.
A fully integrated violence detection system using CNN and LSTM
Aug 1, 2021 · Using the deep learning networks CNN and LSTM along with a well-defined system architecture, we have achieved an efficient solution that can be used for real-time analysis of video footage...
• CNN (Convolutional neural network) followed by LSTM (Long-short termmemory) has been proved to be the best architecture when data are small and low computing power available for the task in hand. • A robust, accurate, and fast model to recognize violence in the video using deep learning has been developed.
Real-Time Video Violence Detection Using CNN - ijraset.com
In this paper, a deep-learning-based real-time violence detector has been proposed. CNN serves as an extractor of spatial features in the suggested model.
Real-Time Violence Detection Using CNN-LSTM - ResearchGate
Jul 15, 2021 · In this work, we present a multi-class classification algorithm for audio segments recorded from movies, focusing on the detection of violent content, for protecting sensitive social groups...
Violence Detection tutorial using pre-trained CNN and LSTM
Violence Detection tutorial using pre-trained CNN and LSTM. This is a tutorial to see a keras code architecture to train a violence video classifier and view the flowchart. To see a detailed explanation open de Jupyter Notebook (violence_detection.ypynb).
Real-Time Violence Detection Using CNN-LSTM - Academia.edu
Automatic detection of violence for quick actions is very significant and can efficiently assist the concerned departments. In this paper, we propose a triple-staged end-to-end deep learning violence detection framework.