Research map / Label-efficient and robust learning / Domain adaptation and generalization
Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use cross-domain grouping with group-level domain alignment instead of global alignment (K=1) (ablation) | Cross-domain grouping and alignment · GTA5 → Cityscapes | mIoU | Helped |
| Increase the number of groups through K=8 (ablation) | Cross-domain grouping and alignment · GTA5 → Cityscapes and SYNTHIA → Cityscapes | mIoU | Helped |
| Use more than the best grouping granularity, K=8 (ablation) | Cross-domain grouping and alignment · GTA5 → Cityscapes and SYNTHIA → Cityscapes | mIoU | Hurt |
| Add semantic consistency loss L_co (ablation) | Group-level adversarial alignment · GTA5 → Cityscapes | mIoU: 48.8 -> 49.1 | Helped |
| Add orthogonality loss L_orth (ablation) | Group-level adversarial alignment with semantic consistency · GTA5 → Cityscapes | mIoU: 49.1 -> 50.8 | Helped |
| Add group-level class equivalence loss L_cl (ablation) | Group-level alignment with semantic consistency and orthogonality · GTA5 → Cityscapes | mIoU: 50.8 -> 51.5 | Helped |
Closest papers by meaning
- Balanced Learning for Domain Adaptive Semantic Segmentation (ICML 2025 · similarity 0.91)
- Multi-Source Domain Adaptation With Collaborative Learning for Semantic Segmentation (CVPR 2021 · similarity 0.91)
- Learning to Adapt via Latent Domains for Adaptive Semantic Segmentation (NeurIPS 2021 · similarity 0.91)
- Multi-Target Domain Adaptation With Collaborative Consistency Learning (CVPR 2021 · similarity 0.91)
- Universal Domain Adaptation for Semantic Segmentation (CVPR 2025 · similarity 0.90)
- Open-Set Domain Adaptation for Semantic Segmentation (CVPR 2024 · similarity 0.89)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.