AgentRVOS for MeViS-Text Track of 5th PVUW Challenge: 3rd Method. - Deshui Miao; Chao Yang; Chao Tian; Guoqing Zhu; Kai Yang; Zhifan Mo; Xin Li (CoRR, 2026)

Report of the 5th PVUW Challenge: Towards More Diverse Modalities in Pixel-Level Understanding. - Chang Liu 072; Henghui Ding; Nikhila Ravi; Yunchao Wei; Shuting He; Song Bai 001; Philip Torr 001; Leilei Cao; Jinrong Zhang; Deshui Miao; Xusheng He; Dengxian Gong; et al. (CoRR, 2026)