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Datasets › Synthetic Rain Datasets

Synthetic Rain Datasets

Introduced by Kui Jiang et al. in Multi-Scale Progressive Fusion Network for Single Image Deraining24 Mar 2020 archive 2025-07-28

The Synthetic Rain Datasets consists of 13,712 clean-rain image pairs gathered from multiple datasets (Rain14000, Rain1800, Rain800, Rain12). With a single trained model, evaluation could be performed on various test sets, including Rain100H, Rain100L, Test100, Test2800, and Test1200.

PSNR and SSIM are computed on Y-channel in YCbCr color space.

BenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 6 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
Single Image Deraining Rain100H GOUB (Mean-ODE) PSNR 34.56 Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge Hammour-steak/GOUB 19 Compare
Single Image Deraining Rain100L IPT PSNR 41.62 Pre-Trained Image Processing Transformer huawei-noah/Pretrained-IPT +5 19 Compare
Single Image Deraining Test1200 CAPTNet PSNR 34.77 Prompt-based Ingredient-Oriented All-in-One Image Restoration Tombs98/CAPTNet 14 Compare
Single Image Deraining Test100 Restormer PSNR 32.00 Restormer: Efficient Transformer for High-Resolution... swz30/restormer +12 12 Compare
Single Image Deraining Test2800 KBNet PSNR 34.19 KBNet: Kernel Basis Network for Image Restoration zhangyi-3/kbnet 12 Compare
Unified Image Restoration Rain100L DA-RCOT Average PSNR (dB) 38.36 Degradation-Aware Residual-Conditioned Optimal Transport... xl-tang3/RCOT +1 1 Compare

Papers archive 2025-07-28

24 shown of 24 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 102. 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
Forward-only Diffusion Probabilistic Models 1 2 22 May 2025 not harvested
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration 2 1 3 Nov 2024 ran 6 of 6 samples (0 unverified; 6 pointer-only for licence)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation 1 1 30 Jun 2024 not harvested
Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge 1 1 16 Dec 2023 ran 0 of 2 samples (2 unverified)
Controlling Vision-Language Models for Multi-Task Image Restoration 1 1 2 Oct 2023 ran 8 of 9 samples (1 unverified)
Prompt-based Ingredient-Oriented All-in-One Image Restoration 1 2 6 Sep 2023 ran 11 of 12 samples (1 unverified; 12 pointer-only for licence)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration 1 4 9 May 2023 not harvested
Selective Frequency Network for Image Restoration 1 1 13 Apr 2023 not harvested
KBNet: Kernel Basis Network for Image Restoration 1 2 6 Mar 2023 ran 6 of 9 samples (3 unverified)
Mixed Hierarchy Network for Image Restoration 1 4 19 Feb 2023 not harvested
Image Restoration with Mean-Reverting Stochastic Differential Equations 1 2 27 Jan 2023 ran 1 of 2 samples (1 unverified)
MAXIM: Multi-Axis MLP for Image Processing 3 5 9 Jan 2022 ran 27 of 46 samples (19 unverified)
Restormer: Efficient Transformer for High-Resolution Image Restoration 13 5 18 Nov 2021 ran 4 of 4 samples (0 unverified; 4 pointer-only for licence)
HINet: Half Instance Normalization Network for Image Restoration 2 5 13 May 2021 not harvested
Multi-Stage Progressive Image Restoration 8 5 4 Feb 2021 ran 18 of 26 samples (8 unverified; 25 pointer-only for licence)
Pre-Trained Image Processing Transformer 6 1 1 Dec 2020 not harvested
MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks 1 2 29 Sep 2020 not harvested
Multi-Scale Progressive Fusion Network for Single Image Deraining 3 5 24 Mar 2020 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining 1 5 12 Jun 2019 ran 4 of 17 samples (13 unverified)
Progressive Image Deraining Networks: A Better and Simpler Baseline 4 3 26 Jan 2019 ran 1 of 9 samples (8 unverified)
Semi-supervised Transfer Learning for Image Rain Removal 1 5 29 Jul 2018 not harvested
Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining 0 5 16 Jul 2018 not harvested
Density-aware Single Image De-raining using a Multi-stream Dense Network 1 5 21 Feb 2018 not harvested
Clearing the Skies: A deep network architecture for single-image rain removal 2 5 7 Sep 2016 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Single Image DerainingUnified Image Restoration

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

Images

Languages archive 2025-07-28

Chinese

Variants archive 2025-07-28

  • Synthetic Rain Datasets
  • Rain100H
  • Rain100L
  • Test100
  • Test1200
  • Test2800

6 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections