Datasets › LSUI

LSUI (Large Scale Underwater Image Dataset)

Introduced by Lintao Peng et al. in U-shape Transformer for Underwater Image Enhancement23 Nov 2021 archive 2025-07-28

We released a large-scale underwater image (LSUI) dataset including 5004 image pairs, which involve richer underwater scenes (lighting conditions, water types and target categories) and better visual quality reference images than the existing ones.

Benchmarks archive 2025-07-28

All 1 leaderboard 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
Underwater Image Restoration LSUI CE-VAE PSNR 24.49 CE-VAE: Capsule Enhanced Variational AutoEncoder for... in1k1/ce-vae-underwater-image-enhancement 6 Compare

Papers archive 2025-07-28

6 shown of 6 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 36. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
CE-VAE: Capsule Enhanced Variational AutoEncoder for Underwater Image Enhancement 1 1 3 Jun 2024 not harvested
U-shape Transformer for Underwater Image Enhancement 2 1 23 Nov 2021 ran 1 of 5 samples (4 unverified)
Underwater Image Enhancement via Medium Transmission-Guided Multi-Color Space Embedding 7 1 27 Apr 2021 ran 1 of 1 samples (0 unverified)
Fast Underwater Image Enhancement for Improved Visual Perception 3 1 23 Mar 2019 not harvested
An Underwater Image Enhancement Benchmark Dataset and Beyond 1 1 11 Jan 2019 ran 0 of 11 samples (11 unverified)
Enhancing Underwater Imagery using Generative Adversarial Networks 2 1 11 Jan 2018 not harvested

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

Languages archive 2025-07-28

Variants archive 2025-07-28

  • LSUI

1 variant name, as the archive lists them.

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