Image Classification on NORB small (test)
0.01Error RateAgglomerator
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AgglomeratorBackbone=Conv/MLP/Caps, # of params (Millions)=72, Training Arch.=GPU, Pre-trained on ImageNet=false2022.03 | 0.01 | — | |
| Matrix-CapsNetBackbone=Caps, # of params (Millions)=0.3, Training Arch.=GPU, Pre-trained on ImageNet=false2022.03 | 1.4 | — | |
| CapsNetParameters=310K, multi-crop=true2020.01 | 1.4 | — | |
| Capsule VBBackbone=Caps, # of params (Millions)=0.2, Training Arch.=GPU, Pre-trained on ImageNet=false2022.03 | 1.6 | — | |
| EM-RoutingParam=310K2019.05 | 1.8 | — | |
| VB-RoutingArchitecture={64, 16, 32, 32, d4}, Param=318K2019.05 | 1.84 | — | |
| VB-RoutingArchitecture={64, 8, 16, 16, d4}, Param=142K2019.05 | 1.93 | — | |
| EM-Routing+Architecture={64, 16, 16, 16, d4}, Param=169K, Note=Author's implementation2019.05 | 1.97 | — | |
| FREMInference time=0.158 ± 0.003s, Training time=0.471 ± 0.002s2018.05 | 2.2 | — | |
| FREMParam=1.2M2019.05 | 2.2 | — | |
| Fast-Learning Shallow Convolutional Neural NetworkC (number of channels)=2, M (hidden units in classifier)=3200, P (number of filters)=602015.03 | 2.21 | — | |
| EM routingInference time=0.252 ± 0.003s, Training time=0.744 ± 0.003s2018.05 | 2.3 | — | |
| State-of-the-art2015.03 | 2.53 | — | |
| E-CapsNetBackbone=Caps, # of params (Millions)=0.2, Training Arch.=GPU, Pre-trained on ImageNet=false2022.03 | 2.54 | — | |
| FRMSInference time=0.158 ± 0.001s, Training time=0.470 ± 0.002s2018.05 | 2.6 | — | |
| FRMSParam=1.2M2019.05 | 2.6 | — | |
| DynamicParam=8.2M2019.05 | 2.7 | — | |
| CapsNetBackbone=Caps, # of params (Millions)=6.8, Training Arch.=GPU, Pre-trained on ImageNet=false2022.03 | 2.7 | — | |
| CapsNetReconstruction=yes, Parameters [K]=68002021.01 | 3.77 | — | |
| Base-CapsNetReconstruction=yes, Parameters [K]=1672021.01 | 4.33 | — | |
| Base-CapsNetReconstruction=no, Parameters [K]=1672021.01 | 4.58 | — | |
| Our BaselineReconstruction=yes, Parameters [K]=1982021.01 | 4.59 | — | |
| BaselineReconstruction=no, Parameters [K]=42002021.01 | 5.2 | — | |
| DCNetParam=11.8M2019.05 | 5.57 | — | |
| Our BaselineReconstruction=no, Parameters [K]=1982021.01 | 5.9 | — | |
| Baseline CNNInference time=0.043 ± 0.003s, Training time=0.064 ± 0.001s2018.05 | 11.3 | — | |
| Baseline CapsNetepochs=50E2018.05 | — | 89.56 | |
| DCNetepochs=50E2018.05 | — | 94.43 | |
| DCNet++epochs=75E2018.05 | — | 95.34 | |
| DCNet++epochs=75E, reconstruction_subnetwork=NR2018.05 | — | 95.27 |