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20242026
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cs.CV2026

HUGE-Bench: A Benchmark for High-Level UAV Vision-Language-Action Tasks

Jingyu Guo, Ziye Chen, Ziwen Li +7

Existing UAV vision-language navigation (VLN) benchmarks have enabled language-guided flight, but they largely focus on long, step-wise route descriptions with goal-centric evaluat…

cs.CV2026

Mirage2Matter: A Physically Grounded Gaussian World Model from Video

Zhengqing Gao, Ziwen Li, Xin Wang +12

The scalability of embodied intelligence is fundamentally constrained by the scarcity of real-world interaction data. While simulation platforms provide a promising alternative, ex…

cs.CV2025

SURPRISE3D: A Dataset for Spatial Understanding and Reasoning in Complex 3D Scenes

Jiaxin Huang, Ziwen Li, Hanlve Zhang +6

The integration of language and 3D perception is critical for embodied AI and robotic systems to perceive, understand, and interact with the physical world. Spatial reasoning, a ke…

cs.CV2025

ProtoGS: Efficient and High-Quality Rendering with 3D Gaussian Prototypes

Zhengqing Gao, Dongting Hu, Jia-Wang Bian +5

3D Gaussian Splatting (3DGS) has made significant strides in novel view synthesis but is limited by the substantial number of Gaussian primitives required, posing challenges for de…

cs.CV2025

MLLM-For3D: Adapting Multimodal Large Language Model for 3D Reasoning Segmentation

Jiaxin Huang, Runnan Chen, Ziwen Li +5

Reasoning segmentation aims to segment target objects in complex scenes based on human intent and spatial reasoning. While recent multimodal large language models (MLLMs) have demo…