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ResearchFormerly WizWand

Visual Wake Words Classification on Visual Wake Words (test)

93.92AccuracyD-Full Random
76.115280.737685.3689.9824Dec 15, 2022Jun 6, 2023Nov 27, 2023May 19, 2024Nov 8, 2024May 1, 2025Oct 22, 2025
Updated 4mo ago

Evaluation results

MethodLinks
D-Full RandomModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.1093.92
D-Det RGNModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.1093.88
TRaDyModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.1093.83
D-Full RandomModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.1093.79
D-Full RandomModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.1093.74
TRaDyModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.1093.74
TRaDyModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.1093.73
BaselineModel=SwinT, Memory Budget (B_mem)=31889952, Evaluation Protocol=fine-tuned2025.1093.72
D-Det RGNModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.1093.32
D-Det RGNModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.1093.25
D-Full RandomModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.1093.25
TRaDyModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.1093.25
D-Det RGNModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.1092.96
HyT-NAS-BALatency (s)=2.04, Nb Param (M)=2.7, Hardware-aware Search=Yes2023.0392.25
HyT-NAS-OLatency (s)=0.63, Nb Param (M)=0.187, Hardware-aware Search=Yes2023.0390.02
MCUNetRAM [kiB]=168.5, Flash [kiB]=530.52, Latency [mS]=2.16, Input Size=64x64x32022.1287.4
ProxylessNASLatency (s)=2.51, Nb Param (M)=4, Hardware-aware Search=Yes2023.0386.55
MobileNetV2 (x0.35)Latency (s)=4.23, Nb Param (M)=1.7, Hardware-aware Search=No2023.0386.34
HyT-NAS-BLLatency (s)=0.47, Nb Param (M)=0.015, Hardware-aware Search=Yes2023.0385.48
MobileVit-SLatency (s)=2.49, Nb Param (M)=5.6, Hardware-aware Search=No2023.0384.64
MobileNetV1Latency (s)=2.61, Nb Param (M)=0.67, Hardware-aware Search=No2023.0383.7
MobileVit-XSLatency (s)=2.08, Nb Param (M)=2.3, Hardware-aware Search=No2023.0382.14
ColabNASRAM [kiB]=31.5, Flash [kiB]=20.83, Latency [mS]=0.432, Input Size=50x50x32022.1277.6
MicronetsRAM [kiB]=70.5, Flash [kiB]=273.81, Latency [mS]=1.15, Input Size=50x50x32022.1276.8