Research map / Detection and segmentation / Open-set and few-shot detection
Cross-View Regularization for Domain Adaptive Panoptic Segmentation
Check 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 |
|---|---|---|---|
| add multi-task self-training to source-only training (ablation) | PSN · SYNTHIA → Cityscapes | mPQ: 21.8 -> 24.8 | Helped |
| add inter-task regularization to MTST (ablation) | CVRN · SYNTHIA → Cityscapes | mPQ: 24.8 -> 28.0 | Helped |
| add inter-style regularization to MTST (ablation) | CVRN · SYNTHIA → Cityscapes | mPQ: 24.8 -> 28.9 | Helped |
| combine inter-task and inter-style regularization (ablation) | MTST · SYNTHIA → Cityscapes | mPQ: 28.9 -> 32.1 | Helped |
| apply cross-view regularization | domain-adaptive panoptic segmentation · SYNTHIA → Cityscapes | mPQ: 26.6 -> 30.9; +3.3 | Helped |
| apply cross-view regularization | domain-adaptive panoptic segmentation · SYNTHIA → Cityscapes | mPQ: 28.1 -> 32.0; +3.9 | Helped |
| apply cross-view regularization | domain-adaptive panoptic segmentation · SYNTHIA → Cityscapes | mPQ: 27.1 -> 32.4; +5.3 | Helped |
Closest papers by meaning
- Ada-Segment: Automated Multi-loss Adaptation for Panoptic Segmentation (AAAI 2021 · similarity 0.90)
- Seeing Beyond: Extrapolative Domain Adaptive Panoramic Segmentation (CVPR 2026 · similarity 0.88)
- UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration (CVPR 2023 · similarity 0.88)
- Auto-Panoptic: Cooperative Multi-Component Architecture Search for Panoptic Segmentation (NeurIPS 2020 · similarity 0.88)
- PanopticDepth: A Unified Framework for Depth-Aware Panoptic Segmentation (CVPR 2022 · similarity 0.87)
- Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach (NeurIPS 2021 · similarity 0.87)
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.