An anomalous region detection system includes a controller configured to, receive data being grouped in patches, encode, via parameters of an encoder, the data to obtain a series of local latent representations for each patch, calculate, for each patch, a Contrastive Predictive Coding (CPC) loss from the local latent representations to obtain updated parameters, update the parameters of the encoder with the updated parameters, score each of the series of the local latent representations, via the Contrastive Predictive Coding (CPC) loss, to obtain a score associated with each patch, smooth the score to obtain a loss region, mask the data associated with the loss region to obtain verified data, and output the verified data.
CONTRASTIVE PREDICTIVE CODING FOR ANOMALY DETECTION AND SEGMENTATION
KONTRASTIVE PRÄDIKTIVE CODIERUNG FÜR ANOMALIEDETEKTION UND SEGMENTIERUNG
CODAGE PRÉDICTIF CONTRASTIF POUR LA DÉTECTION ET LA SEGMENTATION D'ANOMALIES
2023-01-11
Patent
Electronic Resource
English
IPC: | G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06T Bilddatenverarbeitung oder Bilddatenerzeugung allgemein , IMAGE DATA PROCESSING OR GENERATION, IN GENERAL |
Segmentation Based Linear Predictive Coding of Multispectral Images
British Library Conference Proceedings | 1994
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