Optimal Transport map estimation on OT map (b) T2(x) d=20
0.071MSEHyCNN
Evaluation Results
| Method | Links | |
|---|---|---|
| HyCNNArchitecture=48 x 4, n=m=50002026.04 | 0.071 | |
| HyCNNArchitecture=48 x 2, n=m=50002026.04 | 0.102 | |
| HyCNNArchitecture=48 x 6, n=m=50002026.04 | 0.106 | |
| ICNNq (Softplus)Architecture=64 x 2, tau=1, n=m=50002026.04 | 0.324 | |
| ICNNq (Softplus)Architecture=64 x 4, tau=1, n=m=50002026.04 | 0.445 | |
| ICNNq (Softplus)Architecture=64 x 2, tau=0.1, n=m=50002026.04 | 0.55 | |
| ICNNq (Softplus)Architecture=64 x 4, tau=10, n=m=50002026.04 | 0.553 | |
| ICNNq (Softplus)Architecture=64 x 2, tau=10, n=m=50002026.04 | 0.57 | |
| ICNNq (Softplus)Architecture=64 x 6, tau=10, n=m=50002026.04 | 0.584 | |
| ICNNq (Softplus)Architecture=64 x 6, tau=1, n=m=50002026.04 | 0.603 | |
| ICNNq (ReLU)Architecture=64 x 2, n=m=50002026.04 | 0.694 | |
| ICNNq (Softplus)Architecture=64 x 4, tau=0.1, n=m=50002026.04 | 0.833 | |
| ICNNq (Softplus)Architecture=64 x 6, tau=0.1, n=m=50002026.04 | 1.022 | |
| ICNNq (ReLU)Architecture=64 x 4, n=m=50002026.04 | 1.059 | |
| ICNNq (ReLU)Architecture=64 x 6, n=m=50002026.04 | 1.455 | |
| ICNN (ReLU)Architecture=64 x 6, n=m=50002026.04 | 1.939 | |
| ICNN (L-ReLU)Architecture=64 x 6, n=m=50002026.04 | 2.161 | |
| ICNN (ReLU)Architecture=64 x 4, n=m=50002026.04 | 2.341 | |
| ICNN (L-ReLU)Architecture=64 x 4, n=m=50002026.04 | 2.735 | |
| ICNN (ReLU)Architecture=64 x 2, n=m=50002026.04 | 3.822 | |
| ICNN (L-ReLU)Architecture=64 x 2, n=m=50002026.04 | 4.702 | |
| MongeGapArchitecture=64 x 6, n=m=50002026.04 | 4.994 | |
| MongeGapArchitecture=64 x 2, n=m=50002026.04 | 5.053 | |
| MongeGapArchitecture=64 x 4, n=m=50002026.04 | 5.149 | |
| Entropic OTepsilon=1, n=m=50002026.04 | 6.589 | |
| Entropic OTepsilon=0.1, n=m=50002026.04 | 12.404 | |
| Entropic OTepsilon=10, n=m=50002026.04 | 14.022 |