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MIST-SMMD: Media File Data Processing

The content of this repository contains the implementation source code for media file process in the MIST-SMMD project.

Video Stabilization Frame to Image

Using the OpenCV library in Python, frames from a video are computed and extracted using the optical flow method to obtain relatively stable frames, which are then saved as JPEG images.

original Video

video

frame extraction

frame

Highly Similar Image Deletion

Due to the fact that video-to-image conversion is frame-by-frame operation, it may result in a large number of highly similar images. Therefore, we utilize the OpenCV library to perform histogram comparison for these images, setting a threshold of 0.9. When the similarity between images exceeds the threshold, we consider them highly correlated and remove them from the dataset.

Before Removal

before

After removal

after

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