Hybrid CNN Xception and Long Short-Term Memory Model for the Detection of Interpersonal Violence in Videos

David Calderon-Vilca; Kent Cuadros-Ramos; Sergio Valcarcel-Ascencios; Igor Aguilar-Alonso

doi:10.34028/iajit

Article Details

Hybrid CNN Xception and Long Short-Term Memory Model for the Detection of Interpersonal Violence in Videos

Authors:

David Calderon-Vilca | Kent Cuadros-Ramos | Sergio Valcarcel-Ascencios | Igor Aguilar-Alonso

Publisher:

Zarqa University, Jordan

Journal:

The International Arab Journal of Information Technology (IAJIT) Vol.22 Issue 5, pp.1020-1033

Document Type:

Article

Publication Date:

1/2025

Document Language:

English

Document ID (Org No.):

2001389799

pISSN:

2309-4524

DOI:

10.34028/iajit

Keywords:

Abstract:

 It is common that interpersonal violence is recurrent in public spaces, these are manifested in different ways such as punching, slapping, kicking and pushing, being recorded by video surveillance cameras, these records of images are currently processed by algorithms that are able to detect interpersonal violence, but it is necessary to further improve performance. This paper proposes a hybrid model combining Xception Convolutional Neural Networks (CNNs) and Long Short-Term Memory (LSTM) for the detection of violence in videos. We evaluate the effectiveness of our proposal using two datasets: the Hockey fight dataset and real life violence situations dataset. The results showed an accuracy of 93.90% and 98.50% respectively, highlighting that the best performance was achieved with the real life violence situations dataset, comparing the proposed hybrid model with other models proposed in related work, the one we propose shows better performance.

Article Details

Hybrid CNN Xception and Long Short-Term Memory Model for the Detection of Interpersonal Violence in Videos

Authors:

David Calderon-Vilca | Kent Cuadros-Ramos | Sergio Valcarcel-Ascencios | Igor Aguilar-Alonso

Publisher:

Zarqa University, Jordan

Journal:

The International Arab Journal of Information Technology (IAJIT) Vol.22 Issue 5, pp.1020-1033

Document Type:

Article

Publication Date:

1/2025

Document Language:

English

Document ID (Org No.):

2001389799

pISSN:

2309-4524

DOI:

10.34028/iajit

Image processing

LSTM

patterns of violence

violence detection

xception

Issues

Article Details

Hybrid CNN Xception and Long Short-Term Memory Model for the Detection of Interpersonal Violence in Videos

Authors: David Calderon-Vilca | Kent Cuadros-Ramos | Sergio Valcarcel-Ascencios | Igor Aguilar-Alonso

Publisher: Zarqa University, Jordan

Journal: The International Arab Journal of Information Technology (IAJIT) Vol.22 Issue 5, pp.1020-1033

Document Type: Article

Publication Date: 1/2025

Document Language: English

Document ID (Org No.): 2001389799

pISSN: 2309-4524

DOI: 10.34028/iajit

Image processing

LSTM

patterns of violence

violence detection

xception

Issues

Authors:

David Calderon-Vilca | Kent Cuadros-Ramos | Sergio Valcarcel-Ascencios | Igor Aguilar-Alonso

Publisher:

Zarqa University, Jordan

Journal:

The International Arab Journal of Information Technology (IAJIT) Vol.22 Issue 5, pp.1020-1033

Document Type:

Article

Publication Date:

1/2025

Document Language:

English

Document ID (Org No.):

2001389799

pISSN:

2309-4524

DOI:

10.34028/iajit