logo
ResearchBunny Logo
Abstract
This paper introduces GEMTELLIGENCE, a novel deep learning approach for automated gemstone origin determination and treatment detection. It leverages multi-modal data from various instruments (FTIR, UV-Vis, XRF, ICP-MS) and combines convolutional and attention-based neural networks to achieve predictive performance comparable to expensive instrumentation and expert analysis, while utilizing inexpensive methods. GEMTELLIGENCE significantly enhances automation in gemstone analysis, revolutionizing industry processes.
Publisher
Communications Engineering
Published On
Aug 20, 2024
Authors
Tommaso Bendinelli, Luca Biggio, Daniel Nyfeler, Abhigyan Ghosh, Peter Tollan, Moritz Alexander Kirschmann, Olga Fink
Tags
GEMTELLIGENCE
deep learning
gemstone analysis
origin determination
treatment detection
neural networks
automation

Related Publications

Explore these studies to deepen your understanding of the subject.

Identifying Exoplanets with Deep Learning. V. Improved Light Curve Classification for TESS Full Frame Image Observations
Physics

Identifying Exoplanets with Deep Learning. V. Improved Light Curve Classification for TESS Full Frame Image Observations

E. Tey, D. Moldovan, et al.

Towards better heartbeat segmentation with deep learning classification
Computer Science

Towards better heartbeat segmentation with deep learning classification

P. Silva, E. Luz, et al.

Enabling late-stage drug diversification by high-throughput experimentation with geometric deep learning
Chemistry

Enabling late-stage drug diversification by high-throughput experimentation with geometric deep learning

D. F. Nippa, K. Atz, et al.

Context Aware Deep Learning for Brain Tumor Segmentation, Subtype Classification, and Survival Prediction Using Radiology Images
Medicine and Health

Context Aware Deep Learning for Brain Tumor Segmentation, Subtype Classification, and Survival Prediction Using Radiology Images

L. Pei, L. Vidyaratne, et al.

Listen, Learn & Level Up
Over 10,000 hours of research content in 25+ fields, available in 12+ languages.
No more digging through PDFs—just hit play and absorb the world's latest research in your language, on your time.
listen to research audio papers with researchbunny