Research
Benchmarks for “image classification”
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
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| Task | Dataset | Domain | Trend | Results | Last update |
|---|---|---|---|---|---|
| Image Classification | NWPU-RESISC45 Severe | 10 | May 29, 2026 | ||
| Image Classification | NWPU-RESISC45 Mild | 10 | May 29, 2026 | ||
| Image Classification | NWPU-RESISC45 Clean | 10 | May 29, 2026 | ||
| Zero-shot Image Classification | CIFAR-10, CIFAR-100, Caltech-101, Oxford-IIIT Pet, Stanford Cars, Flowers-102, Food-101 | 10 | May 27, 2026 | ||
| Image Classification | Eurosat | 10 | Jun 12, 2026 | ||
| Image Classification | ImageNet OOD Variants V2 Sketch A R (test val) | 10 | May 26, 2026 | ||
| Image Classification | MNIST (test) | 10 | May 26, 2026 | ||
| Medical Image Classification | COVID2 | 10 | May 22, 2026 | ||
| Image Classification | CIFAR-100 | 10 | May 21, 2026 | ||
| Image Classification | CIFAR-10 | 10 | May 21, 2026 | ||
| Image Classification | tissue (test) | 10 | May 21, 2026 | ||
| Image Classification | cifar100 (test) | 10 | May 21, 2026 | ||
| Image Classification | CIFAR-100 | 10 | May 21, 2026 | ||
| Multi-class Classification | CIFAR10 Symmetric Noise, η=0.4 | 10 | May 21, 2026 | ||
| Fine-grained Image Classification Attribution | CUB-200 2011 (val) | 10 | May 20, 2026 | ||
| Image Classification | CIFAR-10 (test) | 10 | May 20, 2026 | ||
| Classification | CIFAR-100 20-way (homogeneous client partitions) | 10 | May 19, 2026 | ||
| Image Classification | ImageNet and 10 Target Datasets (Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) zero-shot | 10 | May 19, 2026 | ||
| Image Classification | ImageNet | 10 | May 19, 2026 | ||
| Image Classification | Long-Tailed CIFAR-100 (ρ = 100) (test) | 10 | May 19, 2026 | ||
| Image Classification | Long-Tailed CIFAR-100 ρ = 10 (test) | 10 | May 19, 2026 | ||
| Image Classification | Long-Tailed CIFAR-100 ρ = 1 (test) | 10 | May 19, 2026 | ||
| Image Classification | CIFAR-10 Long-Tailed (ρ = 100) (test) | 10 | May 19, 2026 | ||
| Image Classification | CIFAR-10 | 10 | May 19, 2026 | ||
| Image Classification | CIFAR-10 (val) | 10 | May 19, 2026 |