SAM2 ile Tens r Ayri stirma Tabanli rneksiz Imge B l tleme Kullanarak Manyetik Zenginle stirme Sirasinda Metalik Nikel Cevherine Ait Mikroskobik Verilerin Analizi

Translated title of the contribution: Analysis of Microscopic Data on the Behavior of Metallic Nickel Ore During Magnetic Enrichment Using SAM2 and Tensor Decomposition-Based Zero-Shot Image Segmentation

Berk Munci Inanc*, Zeynep Burcak Sahin, Suha Tuna, Birgul Benli, Bugra Eyidogan, Behcet Ugur Toreyin

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The accurate separation and classification of minerals are crucial for integrating deep learning-based computer vision approaches into mineral enrichment processes. In this work, labeled microscopic mineral images were processed using various tensor decomposition algorithms and then segmented with the SAM2 model using a zero-shot prediction. The main goal of this study is to understand how different tensor decomposition schemes influence segmentation performance and to support further research in mineral enrichment. The results shed light on the impact of these algorithms on segmentation accuracy, providing useful guidance for choosing the most effective methods in the related field.

Translated title of the contributionAnalysis of Microscopic Data on the Behavior of Metallic Nickel Ore During Magnetic Enrichment Using SAM2 and Tensor Decomposition-Based Zero-Shot Image Segmentation
Original languageTurkish
Title of host publication33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798331566555
DOIs
Publication statusPublished - 2025
Event33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025 - Istanbul, Turkey
Duration: 25 Jun 202528 Jun 2025

Publication series

Name33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025 - Proceedings

Conference

Conference33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025
Country/TerritoryTurkey
CityIstanbul
Period25/06/2528/06/25

Bibliographical note

Publisher Copyright:
© 2025 IEEE.

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