Image Classification on CIFAR-100 standard (test) (Efficiency Metrics)
61.63AccuracyAutoMCU
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AutoMCUConstraints=RAM≤1024KB, Flash≤1024KB, Search LLM=DeepSeek-V3.22026.05 | 61.63 | 157.35 | 861.72 | 0.72 | 0.25 | |
| AutoMCUConstraints=RAM≤1024KB, Flash≤1024KB, Search LLM=MiMo-V2-Flash2026.05 | 61.63 | 183.13 | 872.2 | 1.28 | 0.32 | |
| AutoMCUConstraints=RAM≤1024KB, Flash≤1024KB, Search LLM=Qwen-Plus2026.05 | 61.55 | 201.52 | 866.86 | 0.83 | 0.24 | |
| μNASConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 60.26 | 1,024.1 | 2,522.94 | 188.6 | 39.08 | |
| μNASConstraints=RAM≤256KB, Flash≤512KB2026.05 | 58.82 | 349 | 1,448.15 | 160.8 | 33.32 | |
| AutoMCUConstraints=RAM≤256KB, Flash≤512KB, Search LLM=DeepSeek-V3.22026.05 | 58.7 | 138.21 | 481.49 | 2.43 | 0.76 | |
| MnasNetConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 52.34 | 54.75 | 12,544.73 | — | — | |
| MCUNet-in2Constraints=RAM≤1024KB, Flash≤1024KB2026.05 | 51.06 | 42.63 | 2,254.17 | — | — | |
| MobileNetV2Constraints=RAM≤1024KB, Flash≤1024KB2026.05 | 50.7 | 110.44 | 9,120.77 | — | — | |
| FairNAS-CConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 45.75 | 56.44 | 12,610.2 | — | — | |
| ShuffleNetV2Constraints=RAM≤1024KB, Flash≤1024KB2026.05 | 44.73 | 24 | 5,265.68 | — | — | |
| ColabNASConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 42.96 | 322.5 | 414.21 | 2.52 | 0.53 | |
| SqueezeNetConstraints=RAM≤1024KB, Flash≤1024KB2026.05 | 42.82 | 72 | 3,073.14 | — | — | |
| ColabNASConstraints=RAM≤256KB, Flash≤512KB2026.05 | 41.26 | 163 | 371.02 | 2.15 | 0.45 |