🏆MOSEv2 Challenge Winner🏆

👉A practical solution for complex segmentation based on the Segment Concept (SeC), a concept-driven segmentation framework that shifts from conventional feature matching to the progressive construction and utilization of high-level, object-centric representations. Repo under Apache 2.0💙

👉Review https://t.ly/2MjNm
👉Paper arxiv.org/pdf/2509.19183
👉Paper (SeC) arxiv.org/pdf/2507.15852
👉Repo github.com/OpenIXCLab/SeC
👉Project rookiexiong7.github.io/projects/SeC/

🌀 CLOPS: Vision-Driven Avatar 🌀

👉CLOPS is the first human avatar solely uses egocentric vision to perceive its surroundings and navigate. CLOPS is able to realistically move in a scene and use egocentric vision in order to find a goal in a loop of visual perception & motion. Code announced💙

👉Review https://t.ly/RXp64
👉Paper https://arxiv.org/pdf/2509.19259
👉Project markos-diomataris.github.io/projects/clops/
👉Repo TBA