Identification of bullets fired from air guns using machine and deep learning methods

Ballistics (the linkage of bullets and cartridge cases to weapons) is a common type of evidence encountered in criminal cases around the world. The interest lies in determining whether two bullets were fired using the same firearm. This paper proposes an automated method to classify bullets from sur...

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Veröffentlicht in:	Forensic science international 2023-08, Vol.349, p.111734-111734, Article 111734
Hauptverfasser:	Mookiah, Muthu Rama Krishnan, Puch-Solis, Roberto, Nic Daeid, Niamh
Format:	Artikel
Sprache:	eng
Schlagworte:	Air weapons Algorithms Automated feature extraction Ballistics Cartridges Classification Classifiers Datasets Decision trees Deep learning Discriminant analysis Empirical mode decomposition Engraving Entropy Firearm identification Firearms Forensic ballistics Forensic sciences Image analysis Image classification Impact analysis Learning algorithms Loess Machine learning Neural networks Pellets Performance prediction Principal components analysis Projectiles Redundancy Rifles Small arms Software Support vector machines Surface topography measurements Topography Weapons
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