Datasets › LOL › Papers where code ran, page 1

LOL (LOw-Light dataset)

Papers archive 2025-07-28

papers with a benchmark row: 34 · with a code link: 33 · where Syntology ran a sample: 11 (9 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (11 of 34 with a benchmark row: 9 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 11 of the 11 papers with a benchmark row here where Syntology ran at least one harvested sample (9 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 257. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration 2 1 3 Nov 2024 official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
OneRestore: A Universal Restoration Framework for Composite Degradation 1 1 5 Jul 2024 official (archive's flag): 5 ran · 7 ran (of which 4 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (13 pointer-only for licence)
Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise 1 1 25 Nov 2023 official (archive's flag): 4 ran · 4 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Global Structure-Aware Diffusion Process for Low-Light Image Enhancement 1 1 26 Oct 2023 official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Controlling Vision-Language Models for Multi-Task Image Restoration 1 1 2 Oct 2023 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 2 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
Low-Light Image Enhancement with Wavelet-based Diffusion Models 1 1 1 Jun 2023 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (8 pointer-only for licence)
Pyramid Diffusion Models For Low-light Image Enhancement 1 1 17 May 2023 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 2 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (8 pointer-only for licence)
Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement 5 2 12 Mar 2023 official (archive's flag): 2 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction 1 1 30 May 2022 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
MAXIM: Multi-Axis MLP for Image Processing 3 1 9 Jan 2022 official (archive's flag): 7 ran · 31 ran (of which 7 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 14 where Syntology's instrument failed) · 15 unverified (6 pointer-only for licence)
Low-light Image Enhancement via Breaking Down the Darkness 1 1 30 Nov 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified