Firearm classification using neural networks on ring of firing pin impression images

SBA Kamaruddin, NAM Ghani, CY Liong… - ADCAIJ: Advances in …, 2012 - torrossa.com
This paper implements two layer neural networks with different feedforward
backpropagation algorithms for better performance of firearm classification using numerical …

Towards automated firearm identification based on high resolution 3D data: rotation-invariant features for multiple line-profile-measurement of firing pin shapes

R Fischer, C Vielhauer - Three-Dimensional Image …, 2015 - spiedigitallibrary.org
Understanding and evaluation of potential evidence, as well as evaluation of automated
systems for forensic examinations currently play an important role within the domain of …

[PDF][PDF] Neurocomputing Approach for Firearm Identification.

NAM Ghani, CY Liong… - Pertanika Journal of …, 2018 - pertanika.upm.edu.my
This paper is an attempt to perceive and order guns using a two-layer neural system model
taking into account a feedforward backpropagation calculation. Numerical properties from …

Conceptual design of firearm identification mobile application (FIMA)

CY Liong, NAM Ghani, SA Kamaruddin… - AIP Conference …, 2020 - pubs.aip.org
Everybody has at least a smartphone and the technology keep on evolving from time to time,
same goes to mobile applications. Mobile applications are currently more towards learning …

A robust firearm identification algorithm of forensic ballistics specimens

ZL Chuan, AA Jemain, CY Liong… - Journal of Physics …, 2017 - iopscience.iop.org
There are several inherent difficulties in the existing firearm identification algorithms, include
requiring the physical interpretation and time consuming. Therefore, the aim of this study is …

Firearm classification using neural networks on ring of firing pin impression images

BAK SAADI, NAMD Ghanib, CY Liong… - ADCAIJ: Advances in …, 2012 - revistas.usal.es
This paper implements two layer neural networks with different feedforward
backpropagation algorithms for better performance of firearm classification us-ing numerical …

Classification of pistol via numerical based features of firing pin impression image

NAM Ghani, SBA Kamaruddin… - … IEEE Symposium on …, 2013 - ieeexplore.ieee.org
A lot of current crime cases have been reported to involve pistols, among other firearms. The
whole firing pin impression image on a cartridge case is one of the most substantial clues for …

[PDF][PDF] Firing Pin Micro-Printing for Identification of Firearm

V Kumar, BK Sharma, M Walia, V Saini… - Indian Journal of …, 2023 - academia.edu
Any device of any kind that is built or modified to discharge a projectile of any kind using the
force of an explosive or other types of energy is considered to be a firearm. The three basic …

Gun model classification based on fired cartridge case head images with siamese networks

S Valentim, T Fonseca, J Ferreira, T Brandão… - … on Intelligent Systems …, 2021 - Springer
The identification of the firearm model that triggered the firing of a bullet is an important
forensic information that, historically, has been done by trained examiners through visual …

Statistical problems in the interpretation of forensic glass and firearm evidence

ZJ Wen - 2021 - researchspace.auckland.ac.nz
In this thesis, we will consider the statistical and the computer visions problems arising from
the two types of evidence---glass evidence and firing pin impression evidence. Whilst they …