Anomaly detection 공부 자료

survey 논문

1. Deep learning for anomaly detection in multivariate time series: Approaches, applications, and challenges (115회 인용)

2. Deep Learning for Anomaly Detection in Time-Series Data: Review, Analysis, and Guidelines (337회 인용)

3. An Analysis of Artificial Intelligence Techniques in Surveillance Video Anomaly Detection: A Comprehensive Survey (25회 인용)

4. Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models (46회 인용)

5. A Comprehensive Survey of Anomaly Detection Algorithms (67회 인용)

 

2번, 5번, 1번 순서로 끌림.

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1. video 감시에서의 anomaly detection : https://eehoeskrap.tistory.com/403

 

Video anomaly detection 트리

 

1. LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection (ICML 2016) https://arxiv.org/abs/1607.00148

 

 

 

few-shot

1. Few-Shot Scene-Adaptive Anomaly Detection (ECCV 2020)

 

awesome anomaly detection github

1. https://github.com/ceo21ckim/Awesome-Anomaly-Detection?tab=readme-ov-file