afsanamimii / Anomaly_Detection_In_CCTV_Footages

This project detect anomalous event in CCTV footage. For the training purposes only normal events are used. When any violence or anomalous event happen the model can detect it.

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Anomaly_Detection_In_CCTV_Footages

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Dataset:

Total 2030 files were extracted from a video using openCV. The first part of the file contains normal events and the last part contains an amolaous event. For the training purposes only the normal events were considered.

#Process: I used Autoencoder Based system for training the data. I extracted features using a sequential model containing 7 layers of convolutional and maxpooling layer. I used mean square error (MSE) as a loss function. The more detailed aproach is stated in "Steps for anomaly detection.pdf" File

About

This project detect anomalous event in CCTV footage. For the training purposes only normal events are used. When any violence or anomalous event happen the model can detect it.


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