Image Classification on QMNIST (non-IID)
98.23AccuracyMANDERA
Evaluation results
| Method | Links | |
|---|---|---|
| MANDERAnm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.23 | |
| MANDERAnm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.22 | |
| MANDERAnm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.21 | |
| MANDERAnm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.2 | |
| MANDERAnm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.19 | |
| MANDERAnm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.15 | |
| MANDERAnm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.14 | |
| MANDERAnm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.13 | |
| FLTrustnm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.13 | |
| MANDERAnm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.12 | |
| FLTrustnm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.12 | |
| MANDERAnm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.12 | |
| MANDERAnm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.11 | |
| MANDERAnm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.11 | |
| FLTrustnm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.11 | |
| MANDERAnm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.11 | |
| MANDERAnm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.1 | |
| MANDERAnm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.1 | |
| FLTrustnm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.1 | |
| MANDERAnm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.1 | |
| Bulyannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.09 | |
| MANDERAnm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.09 | |
| FLTrustnm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.09 | |
| Trim-meannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.08 | |
| MANDERAnm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.08 | |
| MANDERAnm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.08 | |
| MANDERAnm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.08 | |
| Bulyannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.07 | |
| Bulyannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.07 | |
| Bulyannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.06 | |
| FLTrustnm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.06 | |
| MANDERAnm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.06 | |
| Trim-meannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.05 | |
| Trim-meannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.04 | |
| Bulyannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.02 | |
| Bulyannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.01 | |
| Bulyannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98.01 | |
| Trim-meannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 98 | |
| Bulyannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.99 | |
| Bulyannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.98 | |
| Trim-meannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.98 | |
| Bulyannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.97 | |
| Trim-meannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.96 | |
| Bulyannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.96 | |
| Mediannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.96 | |
| Mediannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.96 | |
| Trim-meannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.94 | |
| Bulyannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.93 | |
| Trim-meannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.92 | |
| Bulyannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.92 | |
| Trim-meannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.91 | |
| Bulyannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.9 | |
| Mediannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.9 | |
| Bulyannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.88 | |
| Mediannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.88 | |
| Trim-meannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.88 | |
| Bulyannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.87 | |
| Trim-meannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.85 | |
| MANDERAnm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.85 | |
| Bulyannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.84 | |
| Bulyannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.83 | |
| Trim-meannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.82 | |
| Bulyannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.82 | |
| Bulyannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.81 | |
| Trim-meannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.81 | |
| Bulyannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.79 | |
| Mediannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.79 | |
| Mediannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.78 | |
| MANDERAnm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.78 | |
| Mediannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.77 | |
| Mediannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.77 | |
| Mediannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.76 | |
| Mediannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.76 | |
| Mediannm=25, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.75 | |
| FLTrustnm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.75 | |
| Bulyannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.71 | |
| Mediannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.7 | |
| Trim-meannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.66 | |
| Bulyannm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.66 | |
| MANDERAnm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.64 | |
| Mediannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.61 | |
| Mediannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.59 | |
| Bulyannm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.58 | |
| Trim-meannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.52 | |
| Mediannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.29 | |
| Mediannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.27 | |
| FLTrustnm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.21 | |
| Trim-meannm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 97.2 | |
| Trim-meannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.97 | |
| Mediannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.84 | |
| Mediannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.84 | |
| Trim-meannm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.67 | |
| FLTrustnm=15, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.65 | |
| Mediannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.33 | |
| Mediannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.33 | |
| Trim-meannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.21 | |
| Trim-meannm=20, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 96.02 | |
| Krumnm=5, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 95.97 | |
| Krumnm=30, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 95.8 | |
| FLTrustnm=10, Epochs=25, Total local nodes=100, Data partition=non-IID2021.10 | 95.65 |