What Matters for Out-of-Distribution Detectors using Pre-trained CNN? Topics: Categorization and Scene Understanding; Deep Learning for Visual Understanding ; Features Extraction; Segmentation and Grouping; Shape Representation and Matching In Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4 VISAPP: VISAPP, 264-273, 2022