Datasets › Set5

Set5

Introduced in Low-Complexity Single-Image Super-Resolution based on Nonnegative Neighbor Embedding1 Jan 2012 archive 2025-07-28

The Set5 dataset is a dataset consisting of 5 images (“baby”, “bird”, “butterfly”, “head”, “woman”) commonly used for testing performance of Image Super-Resolution models. Image Source: http://people.rennes.inria.fr/Aline.Roumy/results/SR_BMVC12.html

Benchmarks archive 2025-07-28

All 9 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.

Papers archive 2025-07-28

30 shown of 48 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 444. 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
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration 1 4 28 Dec 2024 not harvested
Plug-and-Play Tri-Branch Invertible Block for Image Rescaling 1 1 18 Dec 2024 not harvested
Hierarchical Information Flow for Generalized Efficient Image Restoration 0 3 27 Nov 2024 not harvested
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer 1 6 19 Aug 2024 not harvested
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution 0 6 23 Jul 2024 not harvested
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution 1 3 8 May 2024 not harvested
DRCT: Saving Image Super-resolution away from Information Bottleneck 1 4 31 Mar 2024 ran 4 of 4 samples (0 unverified; 3 pointer-only for licence)
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy 2 2 16 Mar 2023 not harvested
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution 0 2 29 Nov 2022 not harvested
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution 2 4 24 Aug 2022 not harvested
Hypernetwork-Based Adaptive Image Restoration 1 2 13 Jun 2022 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Activating More Pixels in Image Super-Resolution Transformer 2 5 9 May 2022 not harvested
Deep Constrained Least Squares for Blind Image Super-Resolution 2 3 15 Feb 2022 ran 0 of 6 samples (6 unverified)
On Efficient Transformer-Based Image Pre-training for Low-Level Vision 1 2 19 Dec 2021 not harvested
Local Texture Estimator for Implicit Representation Function 1 2 17 Nov 2021 ran 6 of 9 samples (3 unverified)
Unfolding the Alternating Optimization for Blind Super Resolution 1 2 6 Oct 2020 ran 5 of 5 samples (0 unverified; 5 pointer-only for licence)
Cascade Convolutional Neural Network for Image Super-Resolution 0 2 24 Aug 2020 not harvested
Single Image Super-Resolution via a Holistic Attention Network 2 3 20 Aug 2020 not harvested
Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution 1 1 3 Aug 2020 not harvested
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution 0 2 19 Jul 2020 not harvested
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining 3 2 2 Jun 2020 not harvested
Invertible Image Rescaling 11 1 12 May 2020 ran 3 of 17 samples (14 unverified)
Image Restoration Using Deep Regulated Convolutional Networks 1 2 19 Oct 2019 not harvested
Image Super-Resolution via Attention based Back Projection Networks 1 1 10 Oct 2019 not harvested
Lightweight Image Super-Resolution with Information Multi-distillation Network 4 2 26 Sep 2019 ran 1 of 3 samples (2 unverified)
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution 1 1 9 Sep 2019 not harvested
Densely Residual Laplacian Super-Resolution 1 3 28 Jun 2019 ran 2 of 4 samples (2 unverified)
Hierarchical Back Projection Network for Image Super-Resolution 1 2 17 Jun 2019 not harvested
Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers 1 1 17 Apr 2019 not harvested
Blind Super-Resolution With Iterative Kernel Correction 3 3 6 Apr 2019 ran 2 of 6 samples (4 unverified)

The full list of 48 is in the JSON twin.

Dataset loaders archive 2025-07-28

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

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Set5 - 4x upscaling
  • Set5-2x
  • Set5 - 3x upscaling
  • Set5 - 2x upscaling
  • Set5 - 8x upscaling
  • Set5

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