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 | C+E | 18 | Mar 11, 2026 | ||
| Image Classification | M+F | 18 | Mar 11, 2026 | ||
| Image Classification | ImageNet-C | 18 | Jul 1, 2026 | ||
| Image Classification | MNIST (test) | 18 | Mar 10, 2026 | ||
| Image Classification | CCC | 18 | Jun 19, 2026 | ||
| Image Classification | Fashion-MNIST heterogeneous (test) | 18 | Mar 4, 2026 | ||
| Image Classification | MNIST 100 clients, highly heterog. (test) | 18 | Mar 4, 2026 | ||
| Multi-label Image Classification | MS-COCO | 18 | Mar 4, 2026 | ||
| Image Classification | Caltech101 standard (test) | 18 | Feb 27, 2026 | ||
| Image Classification | StanfordCars standard (test) | 18 | Feb 27, 2026 | ||
| 1D Image Classification | sCIFAR 1.0 (test) | 18 | Feb 27, 2026 | ||
| Image Classification | MNIST (test) | 18 | Feb 27, 2026 | ||
| Image Classification | Places-LT | 18 | Apr 28, 2026 | ||
| Image Classification | 11 datasets average CLIP ResNet-101 (test) | 18 | Feb 26, 2026 | ||
| Image Classification | SUN397 novel classes | 18 | Feb 27, 2026 | ||
| Image Classification | StanfordCars novel classes | 18 | Feb 27, 2026 | ||
| Few-shot Image Classification | tieredImageNet original (test) | 18 | Feb 26, 2026 | ||
| Retinal Fundus Image Classification | FIVES | 18 | Feb 26, 2026 | ||
| Medical Image Classification | MIDRC-XR Portable | 18 | Feb 26, 2026 | ||
| Medical Image Classification | MIDRC-XR | 18 | Feb 26, 2026 | ||
| Medical Image Classification | PALM | 18 | Feb 26, 2026 | ||
| Image Classification | IN32-100 | 18 | Feb 26, 2026 | ||
| Zero-shot Image Classification | Average Zero-shot (15 datasets) | 18 | Mar 31, 2026 | ||
| Image Classification | Chicken Dataset | 18 | Feb 26, 2026 | ||
| Fine-grained species classification | iNaturalist Aves 16-shot 2018 (test) | 18 | Feb 26, 2026 |