We used the MemNet model to enhance the quality of the input video for object detection task. Detectron model was able to detect more objects with higher confidence when applied on video recovered using MemNet
Object Detection on Ground Truth Video
Object Detection on Noisy Video (Noise level = 0.3)
Object Detection on Recovered Video