Datasets › Nighttime Driving

Nighttime Driving

Introduced by Dengxin Dai et al. in Dark Model Adaptation: Semantic Image Segmentation from Daytime to Nighttime5 Oct 2018 archive 2025-07-28

Nighttime Driving is a dataset of road scenes consisting of 35,000 images ranging from daytime to twilight time and to nighttime.

Image source: http://people.ee.ethz.ch/~daid/NightDriving/#

Benchmarks archive 2025-07-28

All 2 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)PaperCode
Semantic Segmentation Nighttime Driving TADP mIoU 60.8 Text-image Alignment for Diffusion-based Perception damaggu/tadp +1 13 Compare
Unsupervised Semantic Segmentation Nighttime Driving Segmenter ViT-S/16 mIoU 18.9 Drive&Segment: Unsupervised Semantic Segmentation of... vobecant/DriveAndSegment 1 Compare

Papers archive 2025-07-28

10 shown of 10 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 27. 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

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Nighttime Driving

1 variant name, as the archive lists them.

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