method: Rein-DINOv2-G+S+U2025-05-05

Authors: BRAVO Challenge Organizers (paper and code from Zhixiang Wei, CVPR'24)

Description: Baseline obtained with Rein, gotten from the Rein's codebase

@InProceedings{Wei_2024_CVPR,
author = {Wei, Zhixiang and Chen, Lin and Jin, Yi and Ma, Xiaoxiao and Liu, Tianle and Ling, Pengyang and Wang, Ben and Chen, Huaian and Zheng, Jinjin},
title = {Stronger Fewer & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2024},
pages = {28619-28630}
}

method: FAMix-CLIPRN50-G2025-05-06

Authors: BRAVO Challenge Organizers (paper and code from Fahes et al. CVPR'24)

Description: Baseline obtained with FAMix, gotten from the FAMix' codebase

@InProceedings{fahes2024simple,
title={A Simple Recipe for Language-guided Domain Generalized Segmentation},
author={Fahes, Mohammad and Vu, Tuan-Hung and Bursuc, Andrei and P{'e}rez, Patrick and de Charette, Raoul},
booktitle={CVPR},
year={2024}
}

Ranking Table

Description Paper Source Code
BRAVO IndexSubset H-MeansACDCfogACDCnightACDCrainACDCsnowSMIYCoutofcontextsynflaresynobjssynrain
DateMethodbravosemanticoodACDCfogACDCnightACDCrainACDCsnowSMIYCoutofcontextsynflaresynobjssynrainauprc_errauprc_sucaurocecefpr95miouauprc_errauprc_sucaurocecefpr95miouauprc_errauprc_sucaurocecefpr95miouauprc_errauprc_sucaurocecefpr95miouauprc_oodauroc_oodfpr95_oodauprc_errauprc_sucaurocecefpr95miouauprc_errauprc_sucaurocecefpr95miouauprc_errauprc_oodauprc_sucauroc_oodaurocecefpr95_oodfpr95miouauprc_errauprc_sucaurocecefpr95miou
2025-05-05Rein-DINOv2-G+S+U0.49360.44640.55190.42770.44590.47970.42410.56640.45330.45460.47120.44710.21650.95720.69770.34250.75460.74920.24650.95420.71090.26280.74410.59510.23200.97830.74660.32980.66810.75100.22560.94920.69750.32250.76850.69840.73130.88190.64230.22310.97310.73110.35390.70060.68060.20780.97890.75160.22200.70690.74880.20380.60760.97780.89640.75200.23070.64460.72260.73360.20930.97640.75300.22350.72400.7260
2025-05-06FAMix-CLIPRN50-G0.26790.49530.18360.51420.42540.52380.47540.20460.55820.52410.29680.47780.50680.93400.80640.20730.69640.35340.53300.85480.73480.08070.77180.23650.47250.94660.80970.23890.68370.38890.47710.91180.76590.21930.75140.35450.25160.65510.89080.48210.96660.84280.26690.60950.39550.51140.93270.80370.23890.69800.39200.38780.08290.94820.74500.77810.29290.78340.72910.43920.44800.92910.78100.25700.76040.4079

Ranking Graphic - BRAVO Index

Ranking Graphic - Semantic H-Mean

Ranking Graphic - OOD H-Mean