Continual Learning on OL-CIFAR100 (Tasks 0-6)
81.55Accuracy (%)DCL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DCLBackbone=EfficientNet [47], DCL window size=4, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 81.55 | 0.0383 | -0.0048 | |
| DCLBackbone=EfficientNet [47], DCL window size=8, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 80.84 | 0.0367 | 0.0068 | |
| GEMBackbone=EfficientNet [47], Optimizer=SGD [42]2019.12 | 80.8 | 0.0318 | -0.005 | |
| DCLBackbone=EfficientNet [47], DCL window size=32, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 79.97 | 0.0452 | -0.0145 | |
| DCLBackbone=EfficientNet [47], DCL window size=12, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 79.45 | 0.0322 | 0.0011 | |
| DCLBackbone=EfficientNet [47], DCL window size=20, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 79.33 | 0.0316 | -0.0095 | |
| DCLBackbone=EfficientNet [47], DCL window size=24, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 79.05 | 0.0375 | -0.0006 | |
| DCLBackbone=EfficientNet [47], DCL window size=50, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 77.87 | 0.0602 | -0.0101 | |
| CODE-CL2024.11 | 76.89 | -1.01 | 6.02 | |
| CUBER2024.11 | 75.01 | -0.01 | 3.02 | |
| SGP2024.11 | 75 | -1.75 | 4.79 | |
| TRGP2024.11 | 74.77 | -0.06 | 2.73 | |
| GPM2024.11 | 71.62 | -0.34 | 0 | |
| DCLBackbone=ResNet, DCL window size=4, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 67.92 | 0.0063 | 0.0102 | |
| DCLBackbone=ResNet, DCL window size=8, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 67.27 | 0.0104 | 0.019 | |
| GEMBackbone=ResNet, Optimizer=SGD [42]2019.12 | 66.67 | 0.0001 | 0.0108 | |
| DCLBackbone=ResNet, DCL window size=12, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 66.58 | 0.0089 | 0.0139 | |
| DCLBackbone=ResNet, DCL window size=20, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 66.56 | 0.003 | 0.0102 | |
| DCLBackbone=ResNet, DCL window size=32, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 66.1 | 0.0305 | 0.0176 | |
| DCLBackbone=ResNet, DCL window size=24, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 64.97 | 0.0082 | 0.0238 | |
| DCLBackbone=ResNet, DCL window size=50, Constraint concatenation (MEM)=true, Optimizer=SGD [42]2019.12 | 64.86 | 0.0244 | 0.0125 | |
| iCARLOptimizer=SGD [42]2019.12 | 51.56 | -0.0848 | 0 | |
| EWCOptimizer=SGD [42]2019.12 | 48.33 | -0.105 | 0.0216 |