🎉SUM Parts Accepted at CVPR 2025🎉
Jun 22, 2025

Our new paper on urban mesh segmentation has been accepted at CVPR 2025:

@            @InProceedings{Gao_2025_CVPR,
            author    = {Gao, Weixiao and Nan, Liangliang and Ledoux, Hugo},
            title     = {SUM Parts: Benchmarking Part-Level Semantic Segmentation of Urban Meshes},
            booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR)},
            month     = {June},
            year      = {2025},
            pages     = {24474-24484}
            }
}

Research Highlights

Dr. Weixiao Gao presented this work at CVPR 2025 in Nashville, showcasing our three key contributions:

1. First large-scale benchmark: 2.5km² urban textured meshes with part-level semantic labels across 21 object classes
2. Novel annotation framework: Unified tool for efficient labeling of mesh faces and textures
3. Comprehensive analysis: Benchmarking of 3D semantic segmentation methods on urban objects

Project Resources

• Project: SUM Parts Benchmarks
• Code: GitHub
• Data: Hugging Face
• Video: YouTube Explainer

This work advances our group’s research on 3D urban modeling following our previous SUM dataset published in ISPRS 2021.