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Oct 2026

OccTTA: Fast and Memory-Efficient Test-Time Adaptation for 3D Occupancy Prediction.

3D semantic occupancy prediction (OCC) is a crucial task in vision-centric autonomous driving, focusing on reconstructing fine-grained 3D geometry and semantics of the scene surrounding the ego vehicle. Despite recent progress, OCC still faces a significant challenge in generalizing to real-world scenarios due to the u...

Pei-Xin Chen, Wei Zhang, Zi-Jian He et al. · 0 citations
2026

Multimodal Cross-Scene Hyperspectral Image Classification Guided by Dual-Agent Priori Knowledge

Semantic information is increasingly used to improve the performance of cross-scene hyperspectral image (HSI) classification. However, existing methods have difficulty fully exploiting the prior knowledge of large language models (LLMs) in textual information and usually rely on static template prompts. Moreover, they...

Rong-Hua Shang, Chi Wang, Jing-Yi Ding et al. · 0 citations

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