- Deep Residual Learning for Image Recognition by Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2015.
- Unsupervised Feature Learning via Non-Parametric Instance Discrimination by Zhirong Wu, Yuanjun Xiong, Stella X. Yu, and Dahua Lin, 2018.
| Model | Type | CIFAR10 | CIFAR100 |
|---|---|---|---|
| Vanilla CNN | Supervised | 60.90% | 37.98% |
| ResNet-18 | Supervised | 90.10% | 58.65% |
| ResNet-32 | Supervised | 90.89% | -- |
| Instance Disc. Parametric Classifier | Unsupervised + KNN | 60.28% | -- |
| Instance Disc. Non-parametric Classifier | Unsupervised + KNN | 77.46% | -- |
| Instance Disc. Non-parametric Classifier (NCE) | Unsupervised + KNN | 72.12% | -- |