Diagnostic Spatio-temporal Transformer with Faithful Encoding

no code implementations • 26 May 2023 • Jokin Labaien, Tsuyoshi Idé, Pin-Yu Chen, Ekhi Zugasti, Xabier De Carlos

This paper addresses the task of anomaly diagnosis when the underlying data generation process has a complex spatio-temporal (ST) dependency.

Time Series Time Series Classification

Quantum artificial vision for defect detection in manufacturing

no code implementations • 9 Aug 2022 • Daniel Guijo, Victor Onofre, Gianni Del Bimbo, Samuel Mugel, Daniel Estepa, Xabier De Carlos, Ana Adell, Aizea Lojo, Josu Bilbao, Roman Orus

In this paper we consider several algorithms for quantum computer vision using Noisy Intermediate-Scale Quantum (NISQ) devices, and benchmark them for a real problem against their classical counterparts.

Defect Detection Dimensionality Reduction

DA-DGCEx: Ensuring Validity of Deep Guided Counterfactual Explanations With Distribution-Aware Autoencoder Loss

no code implementations • 19 Apr 2021 • Jokin Labaien, Ekhi Zugasti, Xabier De Carlos

To overcome this issue, this paper presents Distribution Aware Deep Guided Counterfactual Explanations (DA-DGCEx), which adds a term to the DGCEx cost function that penalizes out of distribution counterfactual instances.

counterfactual Decision Making +2