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Zedong Liu

2 accepted papers

2025

Beyond Human Perception: Understanding Multi-Object World from Monocular View

CVPR 2025poster

Language and binocular vision play a crucial role in human understanding of the world. Advancements in artificial intelligence have also made it possible for machines to develop 3D perception capabilities essential for high-level scene understanding. However, only monocular cameras are often availab…

2025

ElasticMM: Efficient Multimodal LLMs Serving with Elastic Multimodal Parallelism

NeurIPS 2025oral

Multimodal large language models (MLLMs) extend LLMs to handle images, videos, and audio by incorporating feature extractors and projection modules. However, these additional components—combined with complex inference pipelines and heterogeneous workloads—introduce significant inference overhead. Th…

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