Datasets › ACDC (Adverse Conditions Dataset with Correspondences)
ACDC (Adverse Conditions Dataset with Correspondences)
We introduce ACDC, the Adverse Conditions Dataset with Correspondences for training and testing semantic segmentation methods on adverse visual conditions. It comprises a large set of 4006 images which are evenly distributed between fog, nighttime, rain, and snow. Each adverse-condition image comes with a high-quality fine pixel-level semantic annotation, a corresponding image of the same scene taken under normal conditions and a binary mask that distinguishes between intra-image regions of clear and uncertain semantic content.
ACDC supports two tasks: 1. standard semantic segmentation 2. uncertainty-aware semantic segmentation
Benchmarks archive 2025-07-28
All 5 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Domain Adaptation | Cityscapes to ACDC | SoRA mIoU 78.8 | SoRA: Singular Value Decomposed Low-Rank Adaptation for... | ysj9909/DG-SoRA | 16 | Compare |
| Source-Free Domain Adaptation | Cityscapes to ACDC | CMA mIoU 69.1 | Contrastive Model Adaptation for Cross-Condition... | brdav/cma | 2 | Compare |
| Domain Generalization | Cityscapes to ACDC | ADSI mIoU 70.21 | Domain Generalization through Attenuation of... | ReijiSoftmaxSaito/ADSI | 1 | Compare |
| Foggy Scene Segmentation | ACDC (Adverse Conditions Dataset with Correspondences) | BWG mIoU 76.7 | Learning Generalized Segmentation for Foggy-scenes by... | BiQiWHU/BWG | 1 | Compare |
| Unsupervised Semantic Segmentation | ACDC (Adverse Conditions Dataset with Correspondences) | Segmenter ViT-S/16 mIoU 16.7 | Drive&Segment: Unsupervised Semantic Segmentation of... | vobecant/DriveAndSegment | 1 | Compare |
Papers archive 2025-07-28
18 shown of 18 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 31. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ACDC (Adverse Conditions Dataset with Correspondences)
- Cityscapes to ACDC
2 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections