Image Classification on CIFAR-100 Sym-20% (test)
75.79AccuracyLaT-IB
Evaluation results
| Method | Links | |
|---|---|---|
| LaT-IBCategory=Ours2025.12 | 75.79 | |
| Promix+VIBCategory=Denoise + IB2025.12 | 71.89 | |
| (ELR+)+VIBCategory=Denoise + IB2025.12 | 71.44 | |
| Jo-SNC2026.01 | 65.49 | |
| Reweight-A-RBackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 65.4 | |
| PNP-hard2026.01 | 64.25 | |
| CA2Cre-implemented=true2026.01 | 63.56 | |
| PNP-soft2026.01 | 63.27 | |
| NPNre-implemented=true2026.01 | 62.76 | |
| JoCoR+VIBCategory=Denoise + IB2025.12 | 62.61 | |
| Forward-A-RBackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 62.13 | |
| FINEre-implemented=true2026.01 | 60.35 | |
| Co-LDL2026.01 | 59.73 | |
| SOPre-implemented=true2026.01 | 58.63 | |
| Reweight-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 58.35 | |
| Jo-SRC2026.01 | 58.15 | |
| Forward-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 57.75 | |
| SIBCategory=Improved IB2025.12 | 57.64 | |
| NIBCategory=Classic IB2025.12 | 55.99 | |
| UNICONre-implemented=true2026.01 | 55.1 | |
| NCEre-implemented=true2026.01 | 54.58 | |
| Co-teaching-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 54.23 | |
| VIBCategory=Classic IB2025.12 | 53.86 | |
| VIB (LSCE)Category=Robust Loss2025.12 | 53.06 | |
| JoCoR2026.01 | 53.01 | |
| TopoFilterre-implemented=true2026.01 | 52.53 | |
| MentorNet-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 52.11 | |
| DT-JSCCCategory=Improved IB2025.12 | 49.58 | |
| Co-teaching+2026.01 | 49.27 | |
| Co-teaching2026.01 | 43.73 | |
| Decoupling-ABackbone=ResNet-34, Anchor point status=Intact, Transition matrix revision=None2019.06 | 42.75 | |
| Standard2026.01 | 35.14 | |
| Decoupling2026.01 | 33.1 |