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Datasets › RESIDE

RESIDE

archive 2025-07-28

A new large-scale benchmark consisting of both synthetic and real-world hazy images, called REalistic Single Image DEhazing (RESIDE). RESIDE highlights diverse data sources and image contents, and is divided into five subsets, each serving different training or evaluation purposes.

Source: RESIDE

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 5 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
Image Dehazing SOTS Indoor ConvIR PSNR 42.72 Revitalizing Convolutional Network for Image Restoration c-yn/ConvIR 34 Compare
Image Dehazing SOTS Outdoor ChaIR PSNR 40.73 Exploring the potential of channel interactions for... c-yn/ChaIR 31 Compare
Image Dehazing RESIDE LCA-Net PSNR 17.07 LCA-Net: Light Convolutional Autoencoder for Image Dehazing mahdi76911/LCA-Net 1 Compare
Single Image Dehazing RESIDE Lower Bound on Transmission using Non-Linear Bounding Function in Single Image Dehazing Average PSNR 20.01 Lower Bound on Transmission Using Non-Linear Bounding... sureshcrwr/Lower-Bound-on-Transmission-using-Non-Linear-Bounding-Function-in-Single-Image-Dehazing +1 1 Compare
Unified Image Restoration RESIDE DA-RCOT Average PSNR (dB) 31.26 Degradation-Aware Residual-Conditioned Optimal Transport... xl-tang3/RCOT +1 1 Compare

Papers archive 2025-07-28

30 shown of 40 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 49. 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
SAD-Net: a full spectral self-attention detail enhancement network for single image dehazing 1 2 7 Apr 2025 not harvested
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration 1 2 28 Dec 2024 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)
CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters 1 2 13 Sep 2024 not harvested
OneRestore: A Universal Restoration Framework for Composite Degradation 1 1 5 Jul 2024 ran 7 of 13 samples (6 unverified; 13 pointer-only for licence)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation 1 1 30 Jun 2024 not harvested
Revitalizing Convolutional Network for Image Restoration 1 2 25 Jun 2024 not harvested
Rethinking the Elementary Function Fusion for Single-Image Dehazing 1 1 23 May 2024 not harvested
Omni-Kernel Network for Image Restoration 1 2 24 Mar 2024 not harvested
Dual-domain strip attention for image restoration 1 2 1 Mar 2024 not harvested
Exploring the potential of channel interactions for image restoration 1 2 20 Dec 2023 not harvested
Image Restoration via Frequency Selection 1 2 6 Nov 2023 not harvested
Strip Attention for Image Restoration 1 2 1 Aug 2023 not harvested
MixDehazeNet : Mix Structure Block For Image Dehazing Network 1 2 28 May 2023 not harvested
IRNeXt: Rethinking Convolutional Network Design for Image Restoration 1 2 24 Apr 2023 not harvested
Selective Frequency Network for Image Restoration 1 2 13 Apr 2023 not harvested
Curricular Contrastive Regularization for Physics-aware Single Image Dehazing 1 2 24 Mar 2023 ran 5 of 5 samples (0 unverified; 5 pointer-only for licence)
DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention 1 2 12 Jan 2023 not harvested
Focal Network for Image Restoration 1 2 1 Jan 2023 not harvested
Rethinking Performance Gains in Image Dehazing Networks 1 2 23 Sep 2022 not harvested
Learning Hierarchical Dynamics with Spatial Adjacency for Image Enhancement 1 1 10 Aug 2022 not harvested
Vision Transformers for Single Image Dehazing 1 2 8 Apr 2022 ran 5 of 10 samples (5 unverified)
MAXIM: Multi-Axis MLP for Image Processing 3 2 9 Jan 2022 ran 27 of 46 samples (19 unverified)
U2-Former: A Nested U-shaped Transformer for Image Restoration 0 2 4 Dec 2021 not harvested
Perceiving and Modeling Density is All You Need for Image Dehazing 1 1 18 Nov 2021 not harvested
An ensemble multi-scale residual attention network (EMRA-net) for image Dehazing 1 2 23 Jun 2021 not harvested
Uformer: A General U-Shaped Transformer for Image Restoration 4 2 6 Jun 2021 ran 6 of 6 samples (0 unverified; 2 pointer-only for licence)
Contrastive Learning for Compact Single Image Dehazing 10 1 19 Apr 2021 not harvested
LCA-Net: Light Convolutional Autoencoder for Image Dehazing 1 1 24 Aug 2020 not harvested
Physics-based Feature Dehazing Networks 0 1 1 Aug 2020 not harvested

The full list of 40 is in the JSON twin.

Dataset loaders archive 2025-07-28

docs.activeloop.ai/datasets/reside-datasetactiveloopai/Hubtfpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Image DehazingUnified Image RestorationSingle Image DehazingSingle Image Haze Removal

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

No language tagged.

Variants archive 2025-07-28

  • SOTS Indoor
  • SOTS Outdoor
  • RESIDE

3 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