Datasets › CINIC-10

CINIC-10

Introduced by Luke N. Darlow et al. in CINIC-10 is not ImageNet or CIFAR-101 Jan 2018 archive 2025-07-28

CINIC-10 is a dataset for image classification. It has a total of 270,000 images, 4.5 times that of CIFAR-10. It is constructed from two different sources: ImageNet and CIFAR-10. Specifically, it was compiled as a bridge between CIFAR-10 and ImageNet. It is split into three equal subsets - train, validation, and test - each of which contain 90,000 images.

Source: Group Knowledge Transfer:Collaborative Training of Large CNNs on the Edge Image Source: https://arxiv.org/abs/1810.03505

Benchmarks archive 2025-07-28

All 3 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
Image Classification CINIC-10 VIT-L/16 (Spinal FC, Background) Accuracy 95.80 Reduction of Class Activation Uncertainty with... dipuk0506/SpinalNet +1 9 Compare
Neural Architecture Search CINIC-10 NAT-M4 Accuracy (%) 94.8 Neural Architecture Transfer human-analysis/neural-architecture-transfer +1 4 Compare
Sparse Learning CINIC-10 Resnet18 Sparsity 92.43 Adaptive Neural Connections for Sparsity Learning — 1 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 197. 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
Reduction of Class Activation Uncertainty with Background Information 2 1 5 May 2023 not harvested
Efficient Adaptive Ensembling for Image Classification 0 1 15 Jun 2022 not harvested
Neural Architecture Transfer 2 7 12 May 2020 ran 0 of 1 samples (1 unverified; 1 pointer-only for licence)
Adaptive Neural Connections for Sparsity Learning 0 1 5 Mar 2020 not harvested
CINIC-10 is not ImageNet or CIFAR-10 2 4 2 Oct 2018 not harvested

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

Custom

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • CINIC-10

1 variant name, as the archive lists them.

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