Time-series Classification on P19
97.6AccuracyMONAQ
Evaluation Results
| Method | Links | |
|---|---|---|
| MONAQFLASH=9.888, RAM=7.264, MAC=81,680, Energy=8.71E-05, Latency=5.6332025.05 | 97.6 | |
| ConvLSTMFLASH=13.920, RAM=7.220, MAC=189,456, Energy=1.12E-04, Latency=10.7392025.05 | 97.5 | |
| TENet(6)FLASH=174.112, RAM=67.476, MAC=1,112,832, Energy=1.54E-03, Latency=162.0682025.05 | 97.5 | |
| Random SearchFLASH=9.552, RAM=7.884, MAC=16,583, Energy=1.31E-04, Latency=6.5642025.05 | 97.5 | |
| MLPFLASH=69.424, RAM=5.404, MAC=65,936, Energy=1.23E-06, Latency=2.1672025.05 | 97.4 | |
| CNNFLASH=17.592, RAM=7.384, MAC=622,320, Energy=3.97E-04, Latency=32.5202025.05 | 97.4 | |
| TCNFLASH=35.648, RAM=9.728, MAC=192,016, Energy=1.03E-03, Latency=26.0392025.05 | 97.4 | |
| D-CNNFLASH=10.416, RAM=7.512, MAC=28,560, Energy=4.57E-05, Latency=10.6912025.05 | 97.4 | |
| DS-CNNFLASH=14.144, RAM=8.328, MAC=125,400, Energy=1.44E-04, Latency=15.5552025.05 | 97.4 | |
| Grid SearchFLASH=13.488, RAM=8.988, MAC=25,270, Energy=1.69E-04, Latency=8.1692025.05 | 97.4 | |
| GPT-4o-miniFLASH=24.608, RAM=6.876, MAC=244,224, Energy=1.51E-04, Latency=13.1162025.05 | 97.4 | |
| GPT-4oFLASH=40.376, RAM=6.620, MAC=174,848, Energy=7.77E-05, Latency=9.4402025.05 | 97.4 | |
| LSTMFLASH=11.064, RAM=6.288, MAC=16, Energy=3.40E-08, Latency=0.0612025.05 | 97.3 | |
| TinyTNASFLASH=15.552, RAM=9.124, MAC=34,760, Energy=1.69E-04, Latency=8.7002025.05 | 97.3 |