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ResearchFormerly WizWand

Time-series Classification on P12

86.2AccuracyD-CNN
84.95285.27685.685.924May 15, 2025
Updated 4mo ago

Evaluation results

MethodLinks
D-CNNFLASH=13.400, RAM=18.904, MAC=108,252, Energy=3.98E-04, Latency=32.4682025.0586.2
Grid SearchFLASH=24.392, RAM=22.732, MAC=110,421, Energy=4.08E-04, Latency=24.1702025.0586.2
TinyTNASFLASH=12.376, RAM=20.260, MAC=65,877, Energy=3.23E-04, Latency=19.1622025.0586.2
MONAQFLASH=15.520, RAM=18.228, MAC=368,592, Energy=2.00E-04, Latency=19.0242025.0586.2
Random SearchFLASH=15.872, RAM=21.708, MAC=44,118, Energy=4.05E-04, Latency=19.6072025.0586.1
ConvLSTMFLASH=14.112, RAM=18.356, MAC=736,272, Energy=5.27E-04, Latency=37.1552025.0586
TENet(6)FLASH=174.304, RAM=147.348, MAC=3,967,936, Energy=6.07E-03, Latency=529.3732025.0586
LSTMFLASH=11.192, RAM=14.480, MAC=16, Energy=3.40E-08, Latency=0.0612025.0585.9
GPT-4o-miniFLASH=36.096, RAM=18.012, MAC=554,464, Energy=3.14E-04, Latency=33.1142025.0585.9
CNNFLASH=18.648, RAM=18.136, MAC=2,326,096, Energy=1.01E-03, Latency=76.8292025.0585.5
TCNFLASH=35.712, RAM=20.868, MAC=701,776, Energy=1.17E-03, Latency=88.8272025.0585.4
GPT-4oFLASH=118.328, RAM=18.428, MAC=634,432, Energy=4.57E-04, Latency=43.7082025.0585.3
DS-CNNFLASH=14.880, RAM=19.724, MAC=466,020, Energy=5.56E-04, Latency=49.8982025.0585.2
MLPFLASH=251.824, RAM=16.796, MAC=248,336, Energy=3.33E-06, Latency=5.5702025.0585