Artificial intelligence-based detection and assessment of ascites on CT scans.

•A clinically applicable AI for hepatic ascites risk detection and assessment.•A automatic criterion for selecting the abdominal CT images.•Based on the boundary delineation, our study is biased towards the purpose.•Features fusion based on multiscale pyramid of the different supervised levels.•The proposed approach achieves the promising results.