Datasets › ExDark
ExDark (Exclusively Dark Image Dataset)
The Exclusively Dark (ExDARK) dataset is a collection of 7,363 low-light images from very low-light environments to twilight (i.e 10 different conditions) with 12 object classes (similar to PASCAL VOC) annotated on both image class level and local object bounding boxes.
Source: https://github.com/cs-chan/Exclusively-Dark-Image-Dataset
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| 2D Object Detection | ExDark | EMV-YOLO mAP 79.7 | Toward Highly Efficient Semantic-Guided Machine Vision... | Zeng555/EMV-YOLO | 3 | Compare |
| Object Detection | ExDark | EMV-YOLO mAP 79.7% | Toward Highly Efficient Semantic-Guided Machine Vision... | Zeng555/EMV-YOLO | 1 | Compare |
Papers archive 2025-07-28
3 shown of 3 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 58. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Toward Highly Efficient Semantic-Guided Machine Vision for Low-Light Object Detection | 1 | 2 | 20 Dec 2024 | not harvested |
| WARLearn: Weather-Adaptive Representation Learning | 1 | 1 | 21 Nov 2024 | not harvested |
| Multitask AET with Orthogonal Tangent Regularity for Dark Object Detection | 2 | 1 | 6 May 2022 | ran 1 of 4 samples (3 unverified) |
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
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ExDark
1 variant name, as the archive lists them.
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