Image Classification on Tiny-ImageNet heterogeneous (test)
54.25Accuracylocal OrMo-DA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| local OrMo-DABackbone=ResNet32, Workers=8, Local Iterations=82026.01 | 54.25 | 1.26 | |
| OrLoMoBackbone=ResNet32, Workers=8, Local Iterations=82026.01 | 53.88 | 1.32 | |
| PRSGDmBackbone=ResNet32, Workers=8, Local Iterations=82026.01 | 53.65 | 1.34 | |
| local OrMo-DABackbone=ResNet32, Workers=8, Local Iterations=162026.01 | 53.25 | 1.35 | |
| OrLoMoBackbone=ResNet32, Workers=8, Local Iterations=162026.01 | 52.89 | 1.44 | |
| PRSGDmBackbone=ResNet32, Workers=16, Local Iterations=82026.01 | 52.86 | 1.47 | |
| OrLoMoBackbone=ResNet32, Workers=16, Local Iterations=82026.01 | 52.72 | 1.46 | |
| PRSGDmBackbone=ResNet32, Workers=8, Local Iterations=162026.01 | 52.12 | 1.49 | |
| local OrMo-DABackbone=ResNet32, Workers=16, Local Iterations=82026.01 | 52.05 | 1.49 | |
| OrLoMoBackbone=ResNet32, Workers=8, Local Iterations=322026.01 | 51.99 | 1.56 | |
| PRSGDmBackbone=ResNet32, Workers=8, Local Iterations=322026.01 | 51.92 | 1.59 | |
| local OrMo-DABackbone=ResNet32, Workers=8, Local Iterations=322026.01 | 51.92 | 1.56 | |
| AL-SGDBackbone=ResNet32, Workers=8, Local Iterations=82026.01 | 51.84 | 1.59 | |
| OrLoMoBackbone=ResNet32, Workers=16, Local Iterations=162026.01 | 51.18 | 1.63 | |
| AL-SGDBackbone=ResNet32, Workers=8, Local Iterations=322026.01 | 51.04 | 1.68 | |
| AL-SGDBackbone=ResNet32, Workers=8, Local Iterations=162026.01 | 50.9 | 1.66 | |
| PRSGDmBackbone=ResNet32, Workers=16, Local Iterations=162026.01 | 50.57 | 1.65 | |
| local OrMo-DABackbone=ResNet32, Workers=16, Local Iterations=162026.01 | 49.81 | 1.74 | |
| OrLoMoBackbone=ResNet32, Workers=16, Local Iterations=322026.01 | 49.35 | 1.79 | |
| PRSGDmBackbone=ResNet32, Workers=16, Local Iterations=322026.01 | 48.22 | 1.86 | |
| AL-SGDBackbone=ResNet32, Workers=16, Local Iterations=82026.01 | 47.61 | 1.9 | |
| AL-SGDBackbone=ResNet32, Workers=16, Local Iterations=162026.01 | 47.56 | 1.93 | |
| AL-SGDBackbone=ResNet32, Workers=16, Local Iterations=322026.01 | 46.88 | 1.94 | |
| local OrMo-DABackbone=ResNet32, Workers=16, Local Iterations=322026.01 | 42.2 | 2.23 |