Datasets › CINIC-10
CINIC-10
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| 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.
| Date | Samples 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
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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