Datasets › ELD
ELD (Extreme Low-light Denoising dataset)
Extreme low-light denoising (ELD) dataset that covers 10 indoor scenes and 4 camera devices from multiple brands (SonyA7S2, NikonD850, CanonEOS70D, CanonEOS700D). It has three levels (800, 1600, 3200) and two low light factors(100, 200) for noisy images, resulting in 240 (3×2×10×4) raw image pairs in total.
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 | ||||
|---|---|---|---|---|---|---|
| Image Denoising | ELD SonyA7S2 x200 | LLD* PSNR (Raw) 44.95 | Physics-Guided ISO-Dependent Sensor Noise Modeling for... | happycaoyue/lld | 10 | Compare |
| Image Denoising | ELD SonyA7S2 x100 | LLD* PSNR (Raw) 46.74 | Physics-Guided ISO-Dependent Sensor Noise Modeling for... | happycaoyue/lld | 9 | Compare |
Papers archive 2025-07-28
9 shown of 9 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 23. 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 | |||
|---|---|---|---|---|
| Towards General Low-Light Raw Noise Synthesis and Modeling | 1 | 2 | 31 Jul 2023 | ran 15 of 20 samples (5 unverified) |
| ExposureDiffusion: Learning to Expose for Low-light Image Enhancement | 1 | 1 | 15 Jul 2023 | not harvested |
| Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography | 1 | 4 | 1 Jan 2023 | not harvested |
| Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling | 1 | 2 | 13 Jul 2022 | not harvested |
| Dancing under the stars: video denoising in starlight | 0 | 2 | 8 Apr 2022 | not harvested |
| Rethinking Noise Synthesis and Modeling in Raw Denoising | 1 | 2 | 10 Oct 2021 | ran 1 of 1 samples (0 unverified) |
| A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising | 1 | 2 | 28 Mar 2020 | not harvested |
| Noise Flow: Noise Modeling with Conditional Normalizing Flows | 1 | 2 | 22 Aug 2019 | not harvested |
| Learning to See in the Dark | 19 | 2 | 4 May 2018 | ran 1 of 14 samples (13 unverified; 2 pointer-only for licence) |
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
- ELD
- ELD SonyA7S2 x100
- ELD SonyA7S2 x200
3 variant names, as the archive lists them.
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