Image Classification on FashionMNIST (test)
95.71AccuracyPILOT
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PILOTBackbone=ResNet-18, Optimizer=PILOT2026.05 | 95.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.269 | 0.003 | — | — | |
| AdaBeliefBackbone=ResNet-18, Optimizer=AdaBelief2026.05 | 95.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.1711 | 0.0056 | — | — | |
| AdamWBackbone=ResNet-18, Optimizer=AdamW2026.05 | 95.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.2077 | 0.0004 | — | — | |
| LionBackbone=ResNet-18, Optimizer=Lion2026.05 | 95.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.2034 | 0.0007 | — | — | |
| SophiaBackbone=ResNet-18, Optimizer=Sophia2026.05 | 95.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.1707 | 0.001 | — | — | |
| AdamBackbone=ResNet-18, Optimizer=Adam2026.05 | 95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.2104 | 0.0004 | — | — | |
| UASPL2026.07 | 94.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MW-Net2026.07 | 94.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mapping CNN# Params=4078, Training Strategy=Layer wise training, Base Architecture=CNN12026.02 | 94.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Direct2026.07 | 94.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| active_bias2026.07 | 94.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Q-RUN#Params=1.36M2025.12 | 94.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAW-ConvType=FF-based (Deep), Arch.=CNN, #Layer=172026.06 | 94.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FAN#Params=1.86M2025.12 | 94.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSVI EnsembleArchitecture=four-layer CNN, Ensemble=true, Context distribution (p_xc)=random monochrome2023.12 | 94.44 | — | — | 2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Our workModel Architecture=VGG52025.09 | 94.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNN#Params=1.86M2025.12 | 94.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Our workModel Architecture=Hopfield-Resnet132025.09 | 94.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPL_marg2026.07 | 94.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPL_conf2026.07 | 94.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAW-ConvType=FF-based (Deep), Arch.=CNN, #Layer=142026.06 | 93.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MF cumulative*# Layers=42025.01 | 93.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mapping CNN# Params=2072, Training Strategy=Full Network Training, Base Architecture=CNN12026.02 | 93.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DF blockwise# Layers=102025.01 | 93.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DF-OType=Block-wise BP, Arch.=CNN, #Layer=102026.06 | 93.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Fang et al.structure=128C3-P2-128C3-P2-2048-100-10, Coding=rate2021.08 | 93.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BPType=Conventional BP, Arch.=CNN, #Layer=182026.06 | 93.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WSPLBF12026.07 | 93.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BP*# Layers=42025.01 | 93.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MC_pBALD2026.07 | 93.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPL_SPUP2026.07 | 93.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCHNModel Architecture=VGG52025.09 | 93.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MC_BalEnt2026.07 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSVIArchitecture=four-layer CNN, Ensemble=false, Context distribution (p_xc)=KMNIST2023.12 | 93.48 | — | — | 1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MF final*# Layers=42025.01 | 93.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPL2026.07 | 93.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAW-ConvType=FF-based (Shallow), Arch.=CNN, #Layer=42026.06 | 93.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mapping CNN# Params=2688, Training Strategy=Layer wise training, Base Architecture=CNN22026.02 | 93.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPL_linear2026.07 | 93.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPL_mixture2026.07 | 93.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MC_MI2026.07 | 93.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSVIArchitecture=four-layer CNN, Ensemble=false, Context distribution (p_xc)=random monochrome2023.12 | 93.13 | — | — | 1.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeeperForwardType=FF-based (Deep), Arch.=CNN, #Layer=172026.06 | 93.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FAUST# Layers=52025.01 | 93.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mapping CNN# Params=1024, Training Strategy=Full Network Training, Base Architecture=CNN12026.02 | 93.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 10x10T + 3x3C + 4x4C + HoGEpochs=1002023.09 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FBPArchitecture=VGG-7, Transport Freq. Sign=0.1, Transport Freq. Weight=0.1, Epochs=104 ± 322025.05 | 92.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASGE# Layers=112025.01 | 92.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BPArchitecture=VGG-7, Transport Freq. Sign=1, Transport Freq. Weight=1, Epochs=110 ± 372025.05 | 92.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BPArchitecture=VGG-11, Transport Freq. Sign=1, Transport Freq. Weight=1, Epochs=104 ± 282025.05 | 92.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FBPArchitecture=VGG-11, Transport Freq. Sign=0.1, Transport Freq. Weight=0.1, Epochs=76 ± 122025.05 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNN1# Params=537,9942026.02 | 92.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mapping CNN# Params=1872, Training Strategy=Layer wise training, Base Architecture=CNN22026.02 | 92.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| W. Zhang et al.structure=32C5-P2-64C5-P2-1024-10, Coding=rate2021.08 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STiDi-BP in R-CSNNstructure=20C5-P2-40C5-P2-1000-10, Coding=Temporal2021.08 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSArchitecture=VGG-7, Transport Freq. Sign=1, Transport Freq. Weight=0, Epochs=102 ± 332025.05 | 92.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWAGArchitecture=four-layer CNN, Ensemble=false2023.12 | 92.56 | — | — | 4.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DF layerwise# Layers=102025.01 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| sFAArchitecture=VGG-7, Transport Freq. Sign=1, Transport Freq. Weight=0, Epochs=91 ± 232025.05 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DF-RType=FF-based (Deep), Arch.=CNN, #Layer=102026.06 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep EnsembleArchitecture=four-layer CNN, Ensemble=true2023.12 | 92.49 | — | — | 1.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSArchitecture=VGG-11, Transport Freq. Sign=1, Transport Freq. Weight=0, Epochs=94 ± 202025.05 | 92.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeeperForwardType=FF-based (Deep), Arch.=CNN, #Layer=142026.06 | 92.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 10x10T + HoGEpochs=1002023.09 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 10x10T + 3x3C + 4x4CEpochs=1002023.09 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DUQArchitecture=four-layer CNN, Ensemble=false2023.12 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Channel-wise FF# Layers=42025.01 | 92.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CwCompType=FF-based (Shallow), Arch.=CNN, #Layer=42026.06 | 92.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 10x10T + 3x3CEpochs=1002023.09 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BNN-LAPLACEArchitecture=four-layer CNN, Ensemble=false2023.12 | 92.25 | — | — | 1.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 10x10T + 4x4CEpochs=1002023.09 | 92.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VGG-162026.05 | 92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mapping CNN# Params=2048, Training Strategy=Full Network Training, Base Architecture=CNN22026.02 | 91.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeeperForward# Layers=42025.01 | 91.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeeperForwardType=FF-based (Shallow), Arch.=CNN, #Layer=42026.06 | 91.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CwCompType=FF-based (Deep), Arch.=CNN, #Layer=142026.06 | 91.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAPArchitecture=four-layer CNN, Ensemble=false2023.12 | 91.73 | — | — | 3.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| sFAArchitecture=VGG-11, Transport Freq. Sign=1, Transport Freq. Weight=0, Epochs=89 ± 142025.05 | 91.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPGArchitecture=four-layer CNN, Ensemble=false2023.12 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConditionalNumber of Client Groups (K)=22026.03 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TrifectaType=FF-based (Deep), Arch.=CNN, #Layer=122026.06 | 91.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OracleNumber of Client Groups (K)=22026.03 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConditionalNumber of Client Groups (K)=32026.03 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MFVI (tempered)Architecture=four-layer CNN, Ensemble=false2023.12 | 91.38 | — | — | 5.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IVONOptimizer=IVON2025.11 | 91.3 | 0.255 | 0.018 | 13 | — | — | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | — | — | — | — | |
| lCBOpt-adaptOptimizer=lCBOpt-adapt2025.11 | 91.3 | 0.252 | 0.128 | 2.1 | — | — | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | — | — | — | — | |
| 10x10 ThresholdingEpochs=1002023.09 | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Histogram of GradientsEpochs=1002023.09 | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConditionalNumber of Client Groups (K)=42026.03 | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MFVIArchitecture=four-layer CNN, Ensemble=false2023.12 | 91.03 | — | — | 3.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAPLACE2024.07 | 91 | — | — | 2.7 | — | — | — | — | — | — | -0.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConditionalNumber of Client Groups (K)=52026.03 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| uCBOptOptimizer=uCBOpt (ϑ = 8 ⋅ 10−6)2025.11 | 91 | 0.278 | 0.135 | 3.2 | — | — | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | — | — | — | — | |
| uCBOpt-adaptOptimizer=uCBOpt-adapt2025.11 | 91 | 0.256 | 0.132 | 1.6 | — | — | 91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | — | — | — | — | |
| FSP-LAPLACEcontext points=KMNIST2024.07 | 90.9 | — | — | 1.8 | — | — | — | — | — | — | -0.255 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSP-LAPLACEcontext points=RND2024.07 | 90.9 | — | — | 2 | — | — | — | — | — | — | -0.259 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| uCBOptOptimizer=uCBOpt (ϑ → 0+)2025.11 | 90.9 | 0.279 | 0.136 | 3.1 | — | — | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | — | — | — | — | |
| CapsNet2026.03 | 90.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IVONOptimizer=IVON@mean2025.11 | 90.8 | 0.271 | 0.137 | 2.6 | — | — | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | — | — | — | — | |
| IBCapsNet2026.03 | 90.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |