Inductive Graph Neural Networks for Moving Object Segmentation

• Published in: 2023 IEEE International Conference on Image Processing (ICIP) pp. 2730 - 2734
• Main Authors: Prummel, Wieke, Giraldo, Jhony H., Zakharova, Anastasia, Bouwmans, Thierry
• Format: Conference Proceeding
• Language: English
• Published: IEEE 08.10.2023
• Subjects: graph neural networks; graph signal processing; inductive learning; Lighting; Moving object segmentation; Object segmentation; Prediction algorithms; Predictive models; Signal processing; Signal processing algorithms; Training

Moving Object Segmentation (MOS) is a challenging problem in computer vision, particularly in scenarios with dynamic backgrounds, abrupt lighting changes, shadows, camouflage, and moving cameras. While graph-based methods have shown promising results in MOS, they have mainly relied on transductive l...