Using Convolutional LSTM filters we have developed a model that can identify single instance abnormalities in video footage with an accuracy of 92.68%. Model was trained on our very own dataset.
The paper for our project - https://link.springer.com/chapter/10.1007/978-981-19-8669-7_47
A custom dataset was created for this project using a standard CCTV camera.