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 | ImageNet 1k (val) | 20 | Feb 26, 2026 | ||
| Fine-grained Image Classification | Cars | 20 | Feb 26, 2026 | ||
| Medical Image Classification | COVID19-CT (test) | 20 | May 21, 2026 | ||
| Image Classification | ImageNet (val) | 20 | Feb 26, 2026 | ||
| Image Classification | WaterBird (OOD) | 20 | Apr 2, 2026 | ||
| Image Classification | CIFAR100 (IM=10) LT (test) | 20 | Feb 26, 2026 | ||
| Image Classification | Stylized-ImageNet 1.0 (val) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR100 Noise (val) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR10 Noise (val) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 (test) | 20 | Feb 26, 2026 | ||
| Image Classification | ImageNet-1K (val) | 20 | Feb 26, 2026 | ||
| Image Classification | ImageNet 20 | 20 | Feb 26, 2026 | ||
| Image Classification | MURA | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR100 original (test) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 epsilon=8/255 1.0 (test) | 20 | Feb 26, 2026 | ||
| Image Classification | NATS-Bench SSS ImageNet-16-120 (test) | 20 | Feb 26, 2026 | ||
| Image Classification | NATS-Bench SSS CIFAR-100 (val) | 20 | Feb 26, 2026 | ||
| Few-shot Image Classification | mini-Plantae (test) | 20 | Feb 26, 2026 | ||
| Few-shot Image Classification | mini-Places (test) | 20 | Feb 26, 2026 | ||
| Few-shot Image Classification | mini-CUB (test) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 90% noise (test) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 80% noise (test) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 50% noise (test) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 20% noise (test) | 20 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 90% noise (test) | 20 | Feb 26, 2026 |