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Jiao-Long Cao

2 accepted papers

2025

DFormerv2: Geometry Self-Attention for RGBD Semantic Segmentation

CVPR 2025poster

Recent advances in scene understanding benefit a lot from depth maps because of the 3D geometry information, especially in complex conditions (e.g., low light and overexposed). Existing approaches encode depth maps along with RGB images and perform feature fusion between them to enable more robust p…

2025

OmniSegmentor: A Flexible Multi-Modal Learning Framework for Semantic Segmentation

NeurIPS 2025poster

Recent research on representation learning has proved the merits of multi-modal clues for robust semantic segmentation. Nevertheless, a flexible pretrain-and-finetune pipeline for multiple visual modalities remains unexplored. In this paper, we propose a novel multi-modal learning framework, termed…

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