Multi-task Neural Architecture Search on TransNAS-Bench-101 Macro level search space 1.0
47.96Cls O AccGlobal Best
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Global BestSearch Space=Macro2022.04 | 47.96 | 57.48 | 76.88 | 64.35 | 29.66 | 56.28 | 97.02 | 1 | |
| Arch-GraphNAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 47.44 | 56.98 | 75.9 | 64.35 | 29.19 | 57.75 | — | 5.24 | |
| Arch-Graph-zeroNAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 47.42 | 56.78 | 75.51 | 63.39 | 29.17 | 58.15 | — | 7.83 | |
| weakNASNAS Protocol=Single NAS, Search Space=Macro2022.04 | 47.4 | 56.88 | 72.54 | 62.37 | 29.18 | 57.86 | 96.86 | 10.49 | |
| Arch-Graph-singleNAS Protocol=Single NAS, Search Space=Macro2022.04 | 47.35 | 56.77 | 71.32 | 62.78 | 29.09 | 58.05 | 96.7 | 12.68 | |
| CATCHNAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 47.29 | 56.49 | 70.36 | 60.85 | 28.71 | 59.37 | — | 37.72 | |
| weakNAS-tNAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 47.13 | 56.83 | 73.59 | 61.86 | 29.07 | 58.55 | — | 15.43 | |
| REANAS Protocol=Single NAS, Search Space=Macro2022.04 | 47.09 | 56.57 | 69.98 | 60.88 | 28.87 | 58.73 | 96.88 | 41.03 | |
| BONAS-tNAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 47.06 | 56.86 | 71.41 | 61.44 | 28.76 | 58.35 | — | 27.87 | |
| REA-tNAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 46.98 | 56.6 | 73.41 | 61.02 | 28.9 | 58.18 | — | 28.98 | |
| nsganetv2NAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 46.86 | 56.29 | 73.77 | 61.41 | 28.73 | 59.07 | — | 34.39 | |
| RSNAS Protocol=Single NAS, Search Space=Macro2022.04 | 46.85 | 56.5 | 70.06 | 60.7 | 28.37 | 59.35 | 96.78 | 59.26 | |
| BONASNAS Protocol=Single NAS, Search Space=Macro2022.04 | 46.85 | 56.47 | 74.45 | 61.62 | 28.82 | 59.39 | 96.76 | 33.37 | |
| DTNAS Protocol=Transfer NAS, Search Space=Macro2022.04 | 45.48 | 54.96 | 59.35 | 58.6 | 26.21 | 62.07 | 95.37 | 534.31 |