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Xincheng Shuai

2 papers indexed

arxivcs.CV2026-07-02

Seek to Segment: Active Perception for Panoramic Referring Segmentation

Song Tang, Shuming Hu, Xincheng Shuai, Henghui Ding, Yu-Gang Jiang

Existing referring segmentation models passively process static images captured from fixed perspectives, limiting their applicability in Embodied AI, where agents must perform active perception in the continuous 360$^\circ$ environments. To bridge this gap, we introduce a novel t…

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arxivcs.CV2026-06-25

Unison: Benchmarking Unified Multimodal Models via Synergistic Understanding and Generation

Jinyu Liu, Xincheng Shuai, Henghui Ding, Yu-Gang Jiang

Unified multimodal models capable of both understanding and generation have achieved remarkable strides. However, despite their unified designs, existing evaluations typically assess understanding and generation capabilities in isolation, overlooking the synergy between comprehen…

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