Visual Wake Words Classification on Visual Wake Words (test)
93.92AccuracyD-Full Random
Evaluation Results
| Method | Links | |
|---|---|---|
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 93.92 | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 93.88 | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 93.83 | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 93.79 | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 93.74 | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 93.74 | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 93.73 | |
| BaselineModel=SwinT, Memory Budget (B_mem)=31889952, Evaluation Protocol=fine-tuned2025.10 | 93.72 | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 93.32 | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 93.25 | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 93.25 | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 93.25 | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 92.96 | |
| HyT-NAS-BALatency (s)=2.04, Nb Param (M)=2.7, Hardware-aware Search=Yes2023.03 | 92.25 | |
| HyT-NAS-OLatency (s)=0.63, Nb Param (M)=0.187, Hardware-aware Search=Yes2023.03 | 90.02 | |
| MCUNetRAM [kiB]=168.5, Flash [kiB]=530.52, Latency [mS]=2.16, Input Size=64x64x32022.12 | 87.4 | |
| ProxylessNASLatency (s)=2.51, Nb Param (M)=4, Hardware-aware Search=Yes2023.03 | 86.55 | |
| MobileNetV2 (x0.35)Latency (s)=4.23, Nb Param (M)=1.7, Hardware-aware Search=No2023.03 | 86.34 | |
| HyT-NAS-BLLatency (s)=0.47, Nb Param (M)=0.015, Hardware-aware Search=Yes2023.03 | 85.48 | |
| MobileVit-SLatency (s)=2.49, Nb Param (M)=5.6, Hardware-aware Search=No2023.03 | 84.64 | |
| MobileNetV1Latency (s)=2.61, Nb Param (M)=0.67, Hardware-aware Search=No2023.03 | 83.7 | |
| MobileVit-XSLatency (s)=2.08, Nb Param (M)=2.3, Hardware-aware Search=No2023.03 | 82.14 | |
| ColabNASRAM [kiB]=31.5, Flash [kiB]=20.83, Latency [mS]=0.432, Input Size=50x50x32022.12 | 77.6 | |
| MicronetsRAM [kiB]=70.5, Flash [kiB]=273.81, Latency [mS]=1.15, Input Size=50x50x32022.12 | 76.8 |