Image-Adaptive YOLO for Object Detection in Adverse Weather Conditions

We intuitively know poor quality images lead to poor object detection and vice-versa.

Image-Adaptive (IA)-YOLO, published 3 days ago, uses 2 models in a hybrid task:

  • One model (trained in weakly supervised manner) that learns how to adaptively improve an image,
  • and a YOLOv3 model to train using the improved images

The authors show some impressive results.

This idea could also be extended to classify poor quality images.

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