Image Classification on CIFAR-100 LT
71Top-1 AccECL
Evaluation Results
| Method | Links | |
|---|---|---|
| ECLImbalance factor (rho)=102026.02 | 71 | |
| GLMCImbalance factor (rho)=102026.02 | 70.7 | |
| ECLImbalance factor (rho)=502026.02 | 67.5 | |
| ECLImbalance factor (rho)=1002026.02 | 66.3 | |
| ProCoImbalance factor (rho)=102026.02 | 65.5 | |
| GPaCoImbalance factor (rho)=102026.02 | 65.4 | |
| BCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 64.87 | |
| BCLImbalance factor (rho)=102026.02 | 64.8 | |
| PaCoImbalance factor (rho)=102026.02 | 64.2 | |
| Hybrid-SCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 63.05 | |
| Hybrid-SCImbalance factor (rho)=102026.02 | 63 | |
| ResLTImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 62.01 | |
| ResLTImbalance factor (rho)=102026.02 | 62 | |
| MetaSAug-LDAMImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 61.28 | |
| GLMCImbalance factor (rho)=502026.02 | 61 | |
| Causal modelImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 59.6 | |
| BBNImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 59.12 | |
| BBNImbalance factor (rho)=102026.02 | 59.1 | |
| SSPImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 58.91 | |
| LDAM-DRWImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 58.71 | |
| CB-FocalImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 57.99 | |
| CB-FocalImbalance factor (rho)=102026.02 | 57.9 | |
| EMQNetBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=102026.06 | 57.78 | |
| TSCImbalance factor (rho)=102026.02 | 57.6 | |
| ProCoImbalance factor (rho)=502026.02 | 57.1 | |
| BCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 56.59 | |
| BCLImbalance factor (rho)=502026.02 | 56.5 | |
| GPaCoImbalance factor (rho)=502026.02 | 56.4 | |
| PaCoImbalance factor (rho)=502026.02 | 56 | |
| GLMCImbalance factor (rho)=1002026.02 | 55.8 | |
| Focal lossImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.07 | 55.78 | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 55.62 | |
| Choi et al.Backbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 53.84 | |
| ZeroQBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 53.79 | |
| ZAQBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 52.86 | |
| ProCoImbalance factor (rho)=1002026.02 | 52.8 | |
| ResLTImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 52.71 | |
| ResLTImbalance factor (rho)=502026.02 | 52.7 | |
| GPaCoImbalance factor (rho)=1002026.02 | 52.3 | |
| MetaSAug-LDAMImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 52.27 | |
| EmaQ-LTBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 52.13 | |
| PaCoImbalance factor (rho)=1002026.02 | 52 | |
| BCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 51.93 | |
| BCLImbalance factor (rho)=1002026.02 | 51.9 | |
| Hybrid-SCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 51.87 | |
| Hybrid-SCImbalance factor (rho)=502026.02 | 51.8 | |
| Causal modelImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 50.3 | |
| CSDMImbalance Factor=10, IPC=502026.03 | 50 | |
| EmaQ-LTBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=102026.06 | 49.12 | |
| QwTBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 49.06 | |
| QimeraBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 48.64 | |
| ResLTImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 48.21 | |
| ResLTImbalance factor (rho)=1002026.02 | 48.2 | |
| CSDMImbalance Factor=10, IPC=202026.03 | 48.1 | |
| CSDMImbalance Factor=20, IPC=202026.03 | 48.1 | |
| MetaSAug-LDAMImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 48.01 | |
| NCFMImbalance Factor=10, IPC=502026.03 | 48 | |
| SSPImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 47.11 | |
| BBNImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 47.02 | |
| BBNImbalance factor (rho)=502026.02 | 47 | |
| NCFMImbalance Factor=10, IPC=202026.03 | 46.9 | |
| Hybrid-SCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 46.72 | |
| Hybrid-SCImbalance factor (rho)=1002026.02 | 46.7 | |
| LDAM-DRWImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 46.62 | |
| CSDMImbalance Factor=20, IPC=502026.03 | 46.6 | |
| QwTBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 46.38 | |
| TSCImbalance factor (rho)=502026.02 | 46.3 | |
| CSDMImbalance Factor=10, IPC=102026.03 | 45.8 | |
| NCFMImbalance Factor=20, IPC=502026.03 | 45.6 | |
| CSDMImbalance Factor=20, IPC=102026.03 | 45.6 | |
| CB-FocalImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 45.17 | |
| CB-FocalImbalance factor (rho)=502026.02 | 45.1 | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=2-bit, Imbalance ratio (gamma)=102026.06 | 44.98 | |
| Full DatasetImbalance Factor=102026.03 | 44.9 | |
| NCFMImbalance Factor=10, IPC=102026.03 | 44.7 | |
| NCFMImbalance Factor=20, IPC=202026.03 | 44.7 | |
| Focal lossImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.07 | 44.32 | |
| Causal modelImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 44.1 | |
| SSPImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 43.43 | |
| RDEDImbalance Factor=10, IPC=502026.03 | 43.4 | |
| EMQNetBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=502026.06 | 42.89 | |
| TSCImbalance factor (rho)=1002026.02 | 42.8 | |
| NCFMImbalance Factor=20, IPC=102026.03 | 42.8 | |
| BBNImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 42.56 | |
| BBNImbalance factor (rho)=1002026.02 | 42.5 | |
| LDAM-DRWImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 42.04 | |
| RDEDImbalance Factor=10, IPC=202026.03 | 41.7 | |
| BatchQuantBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 41.5 | |
| BatchQuantBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 41.5 | |
| LADImbalance Factor=10, IPC=502026.03 | 40 | |
| RDEDImbalance Factor=10, IPC=102026.03 | 40 | |
| CB-FocalImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 39.6 | |
| CB-FocalImbalance factor (rho)=1002026.02 | 39.6 | |
| Full DatasetImbalance Factor=202026.03 | 39.2 | |
| Focal lossImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.07 | 38.41 | |
| Meta AugBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.06 | 38.41 | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=502026.06 | 38.38 | |
| RDEDImbalance Factor=20, IPC=502026.03 | 38.1 | |
| LADImbalance Factor=10, IPC=202026.03 | 37.5 | |
| BatchQuantBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=102026.06 | 37.24 |