AutoML on CIFAR-100
Metric: Percentage Error (lower is better)
Metric: Percentage Error (lower is better)
| # | Model↕ | Percentage Error▲ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DNA-c | 11.7 | No | Blockwisely Supervised Neural Architecture Searc... | 2019-11-29 | Code |
| 2 | NAT-M4 | 11.7 | Yes | Neural Architecture Transfer | 2020-05-12 | Code |
| 3 | NAT-M3 | 12.3 | Yes | Neural Architecture Transfer | 2020-05-12 | Code |
| 4 | NAT-M2 | 12.5 | Yes | Neural Architecture Transfer | 2020-05-12 | Code |
| 5 | MUXNet-m | 13.9 | No | MUXConv: Information Multiplexing in Convolution... | 2020-03-31 | Code |
| 6 | NAT-M1 | 14 | Yes | Neural Architecture Transfer | 2020-05-12 | Code |
| 7 | ZenNet-2.0M | 15.6 | No | Zen-NAS: A Zero-Shot NAS for High-Performance De... | 2021-02-01 | Code |
| 8 | β-DARTS | 16.52 | No | $β$-DARTS: Beta-Decay Regularization for Differe... | 2022-03-03 | Code |
| 9 | DU-DARTS | 16.74 | No | - | - | Code |
| 10 | DARTS-PRIME | 17.44 | No | DARTS-PRIME: Regularization and Scheduling Impro... | 2021-06-22 | - |
| 11 | NASGEP | 18.83 | No | Optimizing Neural Architecture Search using Limi... | 2020-05-15 | Code |
| 12 | μDARTS | 19.39 | No | $μ$DARTS: Model Uncertainty-Aware Differentiable... | 2021-07-24 | - |