Image Classification on CIFAR-10 standard (test) (Accuracy and Resource Utilization)
89.75AccuracyμNAS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| μNASConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 89.75 | 1,159.99 | 2,902.15 | 257.48 | 53.35 | |
| AutoMCUConstraints=RAM≤1024KB, Flash≤1024KB, Search LLM=DeepSeek-V3.22026.05 | 89.31 | 218.81 | 848.97 | 1.58 | 0.45 | |
| AutoMCUConstraints=RAM≤1024KB, Flash≤1024KB, Search LLM=MiMo-V2-Flash2026.05 | 89.3 | 210.24 | 876 | 1 | 0.23 | |
| AutoMCUConstraints=RAM≤1024KB, Flash≤1024KB, Search LLM=Qwen-Plus2026.05 | 88.77 | 185.66 | 888.31 | 1.54 | 0.47 | |
| μNASConstraints=RAM≤256KB, Flash≤512KB2026.05 | 87.88 | 580.92 | 872.34 | 173.87 | 36.03 | |
| AutoMCUConstraints=RAM≤256KB, Flash≤512KB, Search LLM=DeepSeek-V3.22026.05 | 87.62 | 124.84 | 466.55 | 1.56 | 0.45 | |
| MobileNetV2Constraints=RAM≤1024KB, Flash≤1024KB2026.05 | 84.5 | 110.44 | 8,670.41 | — | — | |
| FairNAS-CConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 84.25 | 56.44 | 12,159.85 | — | — | |
| MCUNet-in2Constraints=RAM≤1024KB, Flash≤1024KB2026.05 | 83.69 | 42.63 | 2,197.57 | — | — | |
| MnasNetConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 83.61 | 54.75 | 12,094.38 | — | — | |
| SqueezeNetConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 82.91 | 72 | 2,892.79 | — | — | |
| ShuffleNetV2Constraints=RAM≤1024KB, Flash≤1024KB2026.05 | 79.34 | 24 | 4,905.33 | — | — | |
| ColabNASConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 74.77 | 163 | 764.49 | 2.32 | 0.49 | |
| ColabNASConstraints=RAM≤256KB, Flash≤512KB2026.05 | 56.71 | 162.5 | 98.35 | 1.58 | 0.33 |