1University of Washington 1917 (2019), directed by Sam Mendes. Gameplay from Sekiro: Shadows Die Twice (2019) and Black Myth: Wukong (2024). Sport scene (NFL, 2024) and choreography scene (ITZY, 2021). Abstract The Segment Anything Model 2 (SAM 2) has demonstrated strong performance in object segmentation tasks but faces challenges in visual object tracking, particularly when managing crowded scenes with fast-moving or self-occluding objects. Furthermore, the fixed-window memory approach in the ...