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20172026
most citedA Review of Vibration-Based Damage Detection in Civil Structures: From Traditional Methods to Machine Learning and Deep Learning Applications

1.4k citations · 2.1k across the 85 of their papers we have counts for

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Showing 2021Show all

5 papers · 1 filter

cs.LG2021

Early Bearing Fault Diagnosis of Rotating Machinery by 1D Self-Organized Operational Neural Networks

Turker Ince, Junaid Malik, Ozer Can Devecioglu +4

Preventive maintenance of modern electric rotating machinery (RM) is critical for ensuring reliable operation, preventing unpredicted breakdowns and avoiding costly repairs. Recent…

cs.LG2021

Learning distinct features helps, provably

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis +1

We study the diversity of the features learned by a two-layer neural network trained with the least squares loss. We measure the diversity by the average -distance between the…

cs.CV2021★ 8 cited

AnomalyHop: An SSL-based Image Anomaly Localization Method

Kaitai Zhang, Bin Wang, Wei Wang +3

An image anomaly localization method based on the successive subspace learning (SSL) framework, called AnomalyHop, is proposed in this work. AnomalyHop consists of three modules: 1…

cs.CV2021

Knowledge Distillation By Sparse Representation Matching

Dat Thanh Tran, Moncef Gabbouj, Alexandros Iosifidis

Knowledge Distillation refers to a class of methods that transfers the knowledge from a teacher network to a student network. In this paper, we propose Sparse Representation Matchi…

eess.IV2021★ 16 cited

Reliable COVID-19 Detection Using Chest X-ray Images

Aysen Degerli, Mete Ahishali, Serkan Kiranyaz +2

Coronavirus disease 2019 (COVID-19) has emerged the need for computer-aided diagnosis with automatic, accurate, and fast algorithms. Recent studies have applied Machine Learning al…