Image Classification on TinyImageNet (Accuracy, Energy, and Speed)
65.39AccuracyH-SCL(β)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| H-SCL(β)Evaluation Protocol=Linear probing, Backbone=ResNet-50, Projection head dimension=128, Batch size=512, Epochs=2002022.08 | 65.39 | — | — | |
| H-SCL(τ)Evaluation Protocol=Linear probing, Backbone=ResNet-50, Projection head dimension=128, Batch size=512, Epochs=2002022.08 | 63.84 | — | — | |
| SCLEvaluation Protocol=Linear probing, Backbone=ResNet-50, Projection head dimension=128, Batch size=512, Epochs=2002022.08 | 62.06 | — | — | |
| H-UCLEvaluation Protocol=Linear probing, Backbone=ResNet-50, Projection head dimension=128, Batch size=512, Epochs=2002022.08 | 56.22 | — | — | |
| UCLEvaluation Protocol=Linear probing, Backbone=ResNet-50, Projection head dimension=128, Batch size=512, Epochs=2002022.08 | 53.4 | — | — | |
| EvoCSFLData Distribution=IID, Model Architecture=ShuffleNet2026.06 | 44.68 | 48 | 1.87 | |
| FedRankData Distribution=IID, Model Architecture=ShuffleNet2026.06 | 43.54 | 63.3 | 1.81 | |
| FedGCSData Distribution=IID, Model Architecture=ShuffleNet2026.06 | 43.35 | — | — | |
| OortData Distribution=IID, Model Architecture=ShuffleNet2026.06 | 43.26 | 68.1 | 1.42 | |
| AFLData Distribution=IID, Model Architecture=ShuffleNet2026.06 | 42.66 | 75.8 | 1.29 | |
| TiFLData Distribution=IID, Model Architecture=ShuffleNet2026.06 | 41.96 | 60.6 | 1.62 | |
| FedAvgData Distribution=IID, Model Architecture=ShuffleNet2026.06 | 41.27 | 100 | 1 | |
| EvoCSFLData Distribution=Non-IID (δ=0.1), Model Architecture=ShuffleNet2026.06 | 30.83 | 40.6 | 2.23 | |
| FedRankData Distribution=Non-IID (δ=0.1), Model Architecture=ShuffleNet2026.06 | 30.04 | 67.4 | 1.83 | |
| FedGCSData Distribution=Non-IID (δ=0.1), Model Architecture=ShuffleNet2026.06 | 29.51 | — | — | |
| OortData Distribution=Non-IID (δ=0.1), Model Architecture=ShuffleNet2026.06 | 29.07 | 47.1 | 1.92 | |
| AFLData Distribution=Non-IID (δ=0.1), Model Architecture=ShuffleNet2026.06 | 29 | 64.4 | 1.48 | |
| TiFLData Distribution=Non-IID (δ=0.1), Model Architecture=ShuffleNet2026.06 | 28.43 | 64.5 | 1.54 | |
| FedAvgData Distribution=Non-IID (δ=0.1), Model Architecture=ShuffleNet2026.06 | 26.65 | 100 | 1 |