Image Classification on ImageNet-200
62.14AccuracyCF spiking neuron model
Evaluation Results
| Method | Links | |
|---|---|---|
| CF spiking neuron modelType=Direct Training, Architecture=VGG-11, T=42026.05 | 62.14 | |
| CF spiking neuron modelType=Direct Training, Architecture=VGG-11, T=22026.05 | 61.76 | |
| LM-HTType=Direct Training, Architecture=VGG-13, T=42026.05 | 61.75 | |
| LM-HTType=Direct Training, Architecture=VGG-13, T=22026.05 | 61.09 | |
| CF spiking neuron modelType=Direct Training, Architecture=VGG-11, T=12026.05 | 61.07 | |
| HD-LIFArchitecture=VGG-13, Param.(MB)=2.77, Type=Online Training, Time-steps=42024.10 | 60.68 | |
| LM-HType=Direct Training, Architecture=VGG-13, T=42026.05 | 59.93 | |
| DCTArchitecture=VGG-13†, Param.(MB)=38.02∗, Type=Hybrid Training, Time-steps=1252024.10 | 56.9 | |
| ASGLArchitecture=VGG-13, Param.(MB)=38.02, Type=STBP Training, Time-steps=82024.10 | 56.81 | |
| ASGLType=Direct Training, Architecture=VGG-13, T=82026.05 | 56.81 | |
| ASGLArchitecture=VGG-13, Param.(MB)=38.02, Type=STBP Training, Time-steps=42024.10 | 56.57 | |
| ASGLType=Direct Training, Architecture=VGG-13, T=42026.05 | 56.57 | |
| Offline-LTLArchitecture=VGG-13†, Param.(MB)=38.02∗, Type=STBP Training, Time-steps=162024.10 | 55.37 | |
| Offline-LTLType=Hybrid, Architecture=VGG-13, T=162026.05 | 55.37 | |
| Online-LTLArchitecture=VGG-13†, Param.(MB)=38.02∗, Type=Online Training, Time-steps=162024.10 | 54.82 | |
| Online-LTLType=Hybrid, Architecture=VGG-13, T=162026.05 | 54.82 | |
| SNN calibrationType=ANN2SNN, Architecture=VGG-16, T=322026.05 | 53.96 | |
| QCFSType=ANN2SNN, Architecture=VGG-16, T=322026.05 | 53.54 | |
| GradAug (n=2)Backbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=34.4, Param (M)=11.222021.11 | 0.635 | |
| GradAug (n=1)Backbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=25.3, Param (M)=11.222021.11 | 0.628 | |
| FedAlignBackbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=19.3, Param (M)=11.222021.11 | 0.62 | |
| MOONBackbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=54.4, Param (M)=19.962021.11 | 0.611 | |
| FedProxBackbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=18.1, Param (M)=22.422021.11 | 0.61 | |
| MixupBackbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=18.1, Param (M)=11.222021.11 | 0.61 | |
| FedAvgBackbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=18.1, Param (M)=11.222021.11 | 0.607 | |
| StochDepthBackbone=ResNet18, Client Configuration (C)=16, Sampling Rate=1.0, GFLOPS=17.3, Param (M)=11.222021.11 | 0.605 | |
| GradAug (n=2)Backbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=34.4, Param (M)=11.222021.11 | 0.556 | |
| FedAlignBackbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=19.3, Param (M)=11.222021.11 | 0.551 | |
| GradAug (n=1)Backbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=25.3, Param (M)=11.222021.11 | 0.544 | |
| MOONBackbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=54.4, Param (M)=19.962021.11 | 0.543 | |
| StochDepthBackbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=17.3, Param (M)=11.222021.11 | 0.529 | |
| FedAvgBackbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=18.1, Param (M)=11.222021.11 | 0.527 | |
| FedProxBackbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=18.1, Param (M)=22.422021.11 | 0.525 | |
| MixupBackbone=ResNet18, Client Configuration (C)=32, Sampling Rate=0.125, Total Rounds=50, GFLOPS=18.1, Param (M)=11.222021.11 | 0.523 |