Datasets › Set14

Set14

Introduced in On Single Image Scale-Up Using Sparse-Representations1 Jan 2010 archive 2025-07-28

The Set14 dataset is a dataset consisting of 14 images commonly used for testing performance of Image Super-Resolution models. Image Source: https://www.ece.rice.edu/~wakin/images/

Benchmarks archive 2025-07-28

All 8 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 95 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 532. 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
Progressive Focused Transformer for Single Image Super-Resolution 1 1 26 Mar 2025 ran 7 of 10 samples (3 unverified)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration 1 3 28 Dec 2024 not harvested
Auto-Encoded Supervision for Perceptual Image Super-Resolution 1 1 28 Nov 2024 ran 2 of 6 samples (4 unverified; 6 pointer-only for licence)
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
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution 0 3 8 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)
CAMixerSR: Only Details Need More "Attention" 1 1 29 Feb 2024 ran 7 of 7 samples (0 unverified)
MambaIR: A Simple Baseline for Image Restoration with State-Space Model 2 1 23 Feb 2024 ran 11 of 15 samples (4 unverified)
Efficient Image Super-Resolution via Symmetric Visual Attention Network 0 1 17 Jan 2024 not harvested
Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary 1 2 16 Jan 2024 ran 11 of 15 samples (4 unverified)
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach 1 1 11 Jan 2024 not harvested
CFAT: Unleashing Triangular Windows for Image Super-resolution 1 1 1 Jan 2024 not harvested
Swift Parameter-free Attention Network for Efficient Super-Resolution 1 1 21 Nov 2023 not harvested
Image super-resolution via dynamic network 1 1 16 Oct 2023 not harvested
EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution 1 1 2 Oct 2023 not harvested
Data Upcycling Knowledge Distillation for Image Super-Resolution 1 1 25 Sep 2023 not harvested
Exploring Frequency-Inspired Optimization in Transformer for Efficient Single Image Super-Resolution 2 1 9 Aug 2023 not harvested
Dual Aggregation Transformer for Image Super-Resolution 1 2 7 Aug 2023 ran 9 of 17 samples (8 unverified)
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy 2 3 16 Mar 2023 not harvested
Recursive Generalization Transformer for Image Super-Resolution 1 2 11 Mar 2023 ran 9 of 12 samples (3 unverified)
Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution 1 1 27 Feb 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Multi-scale Attention Network for Single Image Super-Resolution 1 2 28 Sep 2022 not harvested
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution 2 6 24 Aug 2022 not harvested
Activating More Pixels in Image Super-Resolution Transformer 2 6 9 May 2022 not harvested
Efficient Long-Range Attention Network for Image Super-resolution 1 2 13 Mar 2022 ran 6 of 8 samples (2 unverified)
Deep Constrained Least Squares for Blind Image Super-Resolution 2 3 15 Feb 2022 ran 0 of 6 samples (6 unverified)
Local Texture Estimator for Implicit Representation Function 1 3 17 Nov 2021 ran 6 of 9 samples (3 unverified)

The full list of 95 is in the JSON twin.

Dataset loaders archive 2025-07-28

2 loaders 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

  • Set14 - 4x upscaling
  • Set14 - 2x upscaling
  • Set14 - 3x upscaling
  • Set14 - 8x upscaling
  • Set14

5 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