Thesis_VideoAnomalyDetection

My Thesis work related to video anomaly detection

This repo contains the experiments for the following papers:

1. "Kernel Strengthening and Structural Similarity for Improving Unsupervised Anomaly Detection in Images", Ambareesh Ravi, Qiang Zhao, Fakhri Karray, Pattern Recognition, Elsevier. [Under review]

2. "ATTENTIVE AUTOENCODERS FOR IMPROVING VISUAL ANOMALY DETECTION", Ambareesh Ravi, Fakhri Karray, IEEE ICAS2021 [Accepted]

3. "AutoEncoder regularization using Support Vector Data Description for Anomaly Detection", Ambareesh Ravi, Fakhri Karray, IEEE SMC2021 [Submitted]

4. "Exploring Convolutional Recurrent Architectures for anomaly detection in videos", Ambareesh Ravi, Fakhri Karray, Discover Artificial Intelligence, Springer [Submitted]

Notes:

1. The repo is not documented since it was originally written for research and rapid experimenation [will document the code soon]. But most coding standards are followed
2. Repo is not continuously maintained and will remain frozen
3. There are a few "ambitious" experiments that might not work
4. Use any code starting with "run_" in AutoEncoders/ to run experiments