Datasets › MNIST-M

MNIST-M

Introduced by Yaroslav Ganin et al. in Domain-Adversarial Training of Neural Networks1 Jan 2017 archive 2025-07-28

MNIST-M is created by combining MNIST digits with the patches randomly extracted from color photos of BSDS500 as their background. It contains 59,001 training and 90,001 test images.

Source: A Review of Single-Source Deep Unsupervised Visual Domain Adaptation Image Source: https://arxiv.org/pdf/1505.07818v4.pdf

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
Domain Adaptation MNIST-to-MNIST-M DRANet Accuracy 98.7 DRANet: Disentangling Representation and Adaptation... Seung-Hun-Lee/DRANet 5 Compare

Papers archive 2025-07-28

5 shown of 5 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 193. 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
DRANet: Disentangling Representation and Adaptation Networks for Unsupervised Cross-Domain Adaptation 1 1 24 Mar 2021 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation 4 1 27 Mar 2018 ran 0 of 17 samples (17 unverified)
Domain Separation Networks 6 1 22 Aug 2016 ran 5 of 14 samples (9 unverified; 6 pointer-only for licence)
Domain-Adversarial Training of Neural Networks 37 1 28 May 2015 ran 33 of 52 samples (19 unverified; 22 pointer-only for licence)
Learning Transferable Features with Deep Adaptation Networks 5 1 10 Feb 2015 ran 2 of 2 samples (0 unverified)

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

  • MNIST-to-MNIST-M
  • MNIST-M

2 variant names, as the archive lists them.

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