💬 LLM (Other)

🎞️ ECCV2026 · 1 paper notes

📌 Same area in other venues: 📷 CVPR2026 (3) · 🔬 ICLR2026 (56) · 💬 ACL2026 (62) · 🧪 ICML2026 (39) · 🤖 AAAI2026 (29) · 🧠 NeurIPS2025 (54)

SAM2Matting: Generalized Image and Video Matting

SAM2Matting proposes a decoupled "tracker-to-matting" framework that divides video matting into high-level tracking (where a frozen VOS tracker like SAM2/SAM3 ensures temporal consistency) and low-level matting (where a trainable ROI detector + progressive Alpha predictor estimates fine-grained transparency). Trained solely on image matting data, it achieves SOTA in a zero-shot manner on video matting benchmarks. It also supports multiple prompt types, maintains strong temporal consistency, and generalizes well to both human and open-world scenarios.