异常检测

  1. Fully Convolutional Neural Network for Fast Anomaly Detection in Crowded Scenes
    arxiv: http://arxiv.org/abs/1609.00866

  2. Anomaly Detection in Video Using Predictive Convolutional Long Short-Term Memory Networks
    intro: Rochester Institute of Technology
    arxiv: https://arxiv.org/abs/1612.00390

  3. Abnormal Event Detection in Videos using Spatiotemporal Autoencoder
    arxiv: https://arxiv.org/abs/1701.01546
    github: https://github.com/yshean/abnormal-spatiotemporal-ae

  4. Abnormal Event Detection in Videos using Generative Adversarial Nets
    intro: Best Paper / Student Paper Award Finalist, IEEE International Conference on Image Processing (ICIP), 2017
    arxiv: https://arxiv.org/abs/1708.09644

  5. Joint Detection and Recounting of Abnormal Events by Learning Deep Generic Knowledge
    intro: ICCV 2017
    arxiv: https://arxiv.org/abs/1709.09121

  6. An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videos
    intro: Uncanny Vision Solutions
    arxiv: https://arxiv.org/abs/1801.03149

  7. STAN: Spatio-Temporal Adversarial Networks for Abnormal Event Detection
    intro: ICASSP 2018
    arxiv: https://arxiv.org/abs/1804.08381

  8. Video Anomaly Detection and Localization via Gaussian Mixture Fully Convolutional Variational Autoencoder
    https://arxiv.org/abs/1805.11223