3 papers
cs.CV2026
SAM-MT: Real-Time Interactive Multi-Target Video Segmentation
Ruiqi Shen, Chang Liu, Henghui Ding
Modern Video Object Segmentation (VOS) involves tracking and segmenting user-specified targets. While recent approaches have achieved remarkable performance in single-target scenar…
cs.CV2026
SAM2Matting: Generalized Image and Video Matting
Ruiqi Shen, Guangquan Jie, Chang Liu +1
Despite impressive advances in image matting, video matting remains challenging due to the inherent gap between high-level tracking, which requires frame-wise understanding, and lo…
cs.CV2026
SAM3-DMS: Decoupled Memory Selection for Multi-target Video Segmentation of SAM3
Ruiqi Shen, Chang Liu, Henghui Ding
Segment Anything 3 (SAM3) has established a powerful foundation that robustly detects, segments, and tracks specified targets in videos. However, in its original implementation, it…