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Datasets › CBSD68

CBSD68 (Color BSD68)

Introduced in A Database of Human Segmented Natural Images and its Application to Evaluating Segmentation Algorithms and Measuring Ecological Statistics1 Jan 2001 archive 2025-07-28

Color BSD68 dataset for image denoising benchmarks is part of The Berkeley Segmentation Dataset and Benchmark. It is used for measuring image denoising algorithms performance. It contains 68 images.

Source: https://github.com/clausmichele/CBSD68-dataset

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 15 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
Color Image Denoising CBSD68 sigma50 IPT PSNR 29.39 Pre-Trained Image Processing Transformer huawei-noah/Pretrained-IPT +5 18 Compare
Color Image Denoising CBSD68 sigma15 AKDT PSNR 34.64 AKDT: Adaptive Kernel Dilation Transformer for Effective... albrateanu/AKDT 10 Compare
Color Image Denoising CBSD68 sigma25 AKDT PSNR 31.94 AKDT: Adaptive Kernel Dilation Transformer for Effective... albrateanu/AKDT 9 Compare
Color Image Denoising CBSD68 sigma35 ADL PSNR 30.24 Adversarial Distortion Learning for Medical Image Denoising mogvision/adl 6 Compare
Color Image Denoising CBSD68 sigma75 HyperRes PSNR 26.46 Hypernetwork-Based Adaptive Image Restoration ifryed/HyperRes 4 Compare
Color Image Denoising CBSD68 sigma5 CBUIFD75 PSNR 40.05 Blind Universal Bayesian Image Denoising with Gaussian... majedelhelou/BUIFD +1 3 Compare
Color Image Denoising CBSD68 sigma10 CBUIFD75 PSNR 35.98 Blind Universal Bayesian Image Denoising with Gaussian... majedelhelou/BUIFD +1 2 Compare
Color Image Denoising CBSD68 sigma45 HyperRes PSNR 28.64 Hypernetwork-Based Adaptive Image Restoration ifryed/HyperRes 2 Compare
Color Image Denoising CBSD68 sigma55 HyperRes PSNR 27.78 Hypernetwork-Based Adaptive Image Restoration ifryed/HyperRes 2 Compare
Color Image Denoising CBSD68 sigma65 HyperRes PSNR 27.06 Hypernetwork-Based Adaptive Image Restoration ifryed/HyperRes 2 Compare
Color Image Denoising CBSD68 sigma20 CBUIFD75 PSNR 32.02 Blind Universal Bayesian Image Denoising with Gaussian... majedelhelou/BUIFD +1 1 Compare
Color Image Denoising CBSD68 sigma30 CBUIFD75 PSNR 29.71 Blind Universal Bayesian Image Denoising with Gaussian... majedelhelou/BUIFD +1 1 Compare
Color Image Denoising CBSD68 sigma40 CBUIFD75 PSNR 28.01 Blind Universal Bayesian Image Denoising with Gaussian... majedelhelou/BUIFD +1 1 Compare
Color Image Denoising CBSD68 sigma60 CBUIFD75 PSNR 25.34 Blind Universal Bayesian Image Denoising with Gaussian... majedelhelou/BUIFD +1 1 Compare
Color Image Denoising CBSD68 sigma70 CBUIFD75 PSNR 24.18 Blind Universal Bayesian Image Denoising with Gaussian... majedelhelou/BUIFD +1 1 Compare

Papers archive 2025-07-28

20 shown of 20 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 142. 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
AKDT: Adaptive Kernel Dilation Transformer for Effective Image Denoising 1 3 26 Feb 2025 not harvested
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation 1 1 30 Jun 2024 not harvested
Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image Restoration 1 1 5 May 2024 ran 11 of 12 samples (1 unverified; 11 pointer-only for licence)
Stimulating Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling 1 5 8 Jul 2023 not harvested
KBNet: Kernel Basis Network for Image Restoration 1 2 6 Mar 2023 ran 6 of 9 samples (3 unverified)
Hypernetwork-Based Adaptive Image Restoration 1 8 13 Jun 2022 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Adversarial Distortion Learning for Medical Image Denoising 1 4 29 Apr 2022 not harvested
Patch Craft: Video Denoising by Deep Modeling and Patch Matching 1 3 25 Mar 2021 ran 4 of 8 samples (4 unverified; 8 pointer-only for licence)
Pre-Trained Image Processing Transformer 6 1 1 Dec 2020 not harvested
Rethinking the CSC Model for Natural Images 1 1 12 Sep 2019 not harvested
Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning 2 15 5 Jul 2019 ran 1 of 3 samples (2 unverified)
ViDeNN: Deep Blind Video Denoising 1 6 24 Apr 2019 not harvested
Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers 1 2 17 Apr 2019 not harvested
Real Image Denoising with Feature Attention 3 1 16 Apr 2019 not harvested
Residual Dense Network for Image Super-Resolution 16 1 24 Feb 2018 ran 7 of 24 samples (17 unverified; 1 pointer-only for licence)
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising 8 5 11 Oct 2017 ran 0 of 7 samples (7 unverified)
MemNet: A Persistent Memory Network for Image Restoration 2 1 7 Aug 2017 not harvested
Learning Deep CNN Denoiser Prior for Image Restoration 2 1 11 Apr 2017 not harvested
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification 1 1 19 Nov 2016 not harvested
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising 22 1 13 Aug 2016 ran 1 of 6 samples (5 unverified)

Dataset loaders archive 2025-07-28

clausmichele/CBSD68-dataset

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

Tasks archive 2025-07-28

DenoisingColor Image DenoisingImage RestorationImage DenoisingImage Compressed Sensing

License archive 2025-07-28

Custom (research-only, non-commercial)

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • CBSD68 sigma70
  • CBSD68 sigma65
  • CBSD68 sigma60
  • CBSD68 sigma55
  • CBSD68 sigma5
  • CBSD68 sigma45
  • CBSD68 sigma40
  • CBSD68 sigma30
  • CBSD68 sigma20
  • CBSD68 sigma10
  • CBSD68 sigma75
  • CBSD68 sigma50
  • CBSD68 sigma35
  • CBSD68 sigma25
  • CBSD68 sigma15
  • CBSD68

16 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