Image Classification on CIFAR-100 Sym-50% (test)
69.77AccuracyPromix+VIB
Evaluation results
| Method | Links | |
|---|---|---|
| Promix+VIBCategory=Denoise + IB2025.12 | 69.77 | |
| LaT-IBCategory=Ours2025.12 | 67.28 | |
| Jo-SNC2026.01 | 59.88 | |
| PNP-soft2026.01 | 57.1 | |
| NPNre-implemented=true2026.01 | 56.27 | |
| UNICONre-implemented=true2026.01 | 55.11 | |
| CA2Cre-implemented=true2026.01 | 54.76 | |
| PNP-hard2026.01 | 54.37 | |
| (ELR+)+VIBCategory=Denoise + IB2025.12 | 54.12 | |
| SOPre-implemented=true2026.01 | 53.75 | |
| JoCoR+VIBCategory=Denoise + IB2025.12 | 53.69 | |
| NCEre-implemented=true2026.01 | 53.17 | |
| Jo-SRC2026.01 | 51.26 | |
| FINEre-implemented=true2026.01 | 50.97 | |
| Forward-A-RBackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 50.46 | |
| Reweight-A-RBackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 50.24 | |
| Co-LDL2026.01 | 49.52 | |
| NIBCategory=Classic IB2025.12 | 46.2 | |
| Forward-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 44.66 | |
| VIBCategory=Classic IB2025.12 | 44.25 | |
| Reweight-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 43.97 | |
| JoCoR2026.01 | 43.49 | |
| Co-teaching-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 41.37 | |
| Co-teaching+2026.01 | 40.04 | |
| TopoFilterre-implemented=true2026.01 | 39.59 | |
| MentorNet-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 38.45 | |
| DT-JSCCCategory=Improved IB2025.12 | 35.8 | |
| SIBCategory=Improved IB2025.12 | 35.01 | |
| Co-teaching2026.01 | 34.96 | |
| Decoupling-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 29.24 | |
| Standard2026.01 | 16.97 | |
| Decoupling2026.01 | 15.25 |