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Haze4k

Introduced by Ye Liu et al. in From Synthetic to Real: Image Dehazing Collaborating with Unlabeled Real Data6 Aug 2021 archive 2025-07-28

Haze4k is a synthesized dataset with 4,000 hazy images, in which each hazy image has the associate ground truths of a latent clean image, a transmission map, and an atmospheric light ma

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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
Image Dehazing Haze4k CasDyF-Net PSNR 35.73 CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters dauing/casdyf-net 11 Compare

Papers archive 2025-07-28

11 shown of 11 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 27. 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
CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters 1 1 13 Sep 2024 not harvested
Revitalizing Convolutional Network for Image Restoration 1 1 25 Jun 2024 not harvested
Image Restoration via Frequency Selection 1 1 6 Nov 2023 not harvested
MixDehazeNet : Mix Structure Block For Image Dehazing Network 1 1 28 May 2023 not harvested
DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention 1 1 12 Jan 2023 not harvested
Rethinking Performance Gains in Image Dehazing Networks 1 1 23 Sep 2022 not harvested
Perceiving and Modeling Density is All You Need for Image Dehazing 1 1 18 Nov 2021 not harvested
From Synthetic to Real: Image Dehazing Collaborating with Unlabeled Real Data 1 1 6 Aug 2021 not harvested
Multi-Scale Boosted Dehazing Network with Dense Feature Fusion 1 1 28 Apr 2020 not harvested
FFA-Net: Feature Fusion Attention Network for Single Image Dehazing 4 1 18 Nov 2019 ran 0 of 11 samples (11 unverified)
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing 1 1 8 Aug 2019 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Image Dehazing

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

  • Haze4k

1 variant name, as the archive lists them.

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