Dimensionality Reduction on F-MNIST (Dist Corr, Triplet Acc, H0 Wass, RTD, SRTD)
0.957Distance CorrelationSRTD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SRTDBatch Size=256, LR=10^−4, Hidden Dim=512, Layers=3, Epochs=250, Metric Start Epoch=60, Training time=3494s2026.06 | 0.957 | 91 | 94 | 1.29 | 1.34 | |
| RTDBatch Size=256, LR=10^−4, Hidden Dim=512, Layers=3, Epochs=250, Metric Start Epoch=60, Training time=7209s2026.06 | 0.954 | 90.7 | 98.2 | 1.28 | 1.35 | |
| SRTD-liteBatch Size=256, LR=10^−4, Hidden Dim=512, Layers=3, Epochs=250, Metric Start Epoch=60, Training time=1183s2026.06 | 0.941 | 89.7 | 91.4 | 1.42 | 1.47 | |
| Max-RTD-liteBatch Size=256, LR=10^−4, Hidden Dim=512, Layers=3, Epochs=250, Metric Start Epoch=602026.06 | 0.94 | 89.7 | 92 | 1.47 | 1.51 | |
| Max-RTDBatch Size=256, LR=10^−4, Hidden Dim=512, Layers=3, Epochs=250, Metric Start Epoch=602026.06 | 0.937 | 89.5 | 94.1 | 1.51 | 1.55 | |
| RTD-liteBatch Size=256, LR=10^−4, Hidden Dim=512, Layers=3, Epochs=250, Metric Start Epoch=60, Training time=1498s2026.06 | 0.937 | 89.6 | 90.2 | 1.38 | 1.43 | |
| AE(baseline)Batch Size=256, LR=10^−4, Hidden Dim=512, Layers=3, Epochs=250, Metric Start Epoch=602026.06 | 0.874 | 84.7 | 308.4 | 6.43 | 6.46 |