Datasets › DEIC Benchmark
DEIC Benchmark (Data-Efficient Image Classification Benchmark)
DEIC is a benchmark for measuring the data efficiency of models in the context of image classification. It is composed of 6 datasets that contain a small number of training samples per class (i.e., 30 < x < 80). It covers multiple image domains (i.e., natural images, fine-grained recognition, medical images, remote sensing, handwriting recognition) and data types (i.e., RGB, grayscale, multi-spectral).
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 | ||||
|---|---|---|---|---|---|---|
| Small Data Image Classification | DEIC Benchmark | Harmonic Networks Average Balanced Accuracy (across datasets) 68.70 | Tune It or Don't Use It: Benchmarking Data-Efficient... | cvjena/deic | 10 | Compare |
| Small Data Image Classification | ciFAIR-10 50 samples per class | ChimeraMix+AutoAugment Accuracy 70.09 | ChimeraMix: Image Classification on Small Datasets via... | creinders/chimeramix | 5 | Compare |
| Small Data Image Classification | EuroSAT 50 samples per class | Harmonic Networks Accuracy 92.09 | Tune It or Don't Use It: Benchmarking Data-Efficient... | cvjena/deic | 3 | Compare |
Papers archive 2025-07-28
2 shown of 2 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 3. 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 | |||
|---|---|---|---|---|
| ChimeraMix: Image Classification on Small Datasets via Masked Feature Mixing | 1 | 2 | 23 Feb 2022 | ran 5 of 5 samples (0 unverified) |
| Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification | 1 | 16 | 30 Aug 2021 | 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
- CUB-200-2011, 30 samples per class
- ImageNet 50 samples per class
- ciFAIR-10
- EuroSAT 50 samples per class
- Data-Efficient Image Classification (DEIC) Benchmark
- DEIC Benchmark
- ciFAIR-10 50 samples per class
7 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