MA-ResNet50: A General Encoder Network for Video Segmentation Topics: Categorization and Scene Understanding; Deep Learning for Visual Understanding ; Features Extraction; Segmentation and Grouping; Visual Attention and Image Saliency In Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4 VISAPP: VISAPP, 79-86, 2022