DiagSWin: A multi-scale vision transformer with diagonal-shaped windows for object detection and segmentation

The Diagonal-shaped Window (DiagSWin) attention mechanism for modeling attentions in diagonal regions at hybrid scales per attention layer is developed, able to effectively capture multi-scale context information while reducing computational complexity.