Optimal Transport map estimation on OT map (b) T2(x), d=10
0.029MSEHyCNN
Evaluation Results
| Method | Links | |
|---|---|---|
| HyCNNArchitecture=48 x 4, n=m=50002026.04 | 0.029 | |
| HyCNNArchitecture=48 x 2, n=m=50002026.04 | 0.03 | |
| HyCNNArchitecture=48 x 6, n=m=50002026.04 | 0.073 | |
| ICNNq (Softplus)Architecture=64 x 2, tau=1, n=m=50002026.04 | 0.078 | |
| ICNNq (Softplus)Architecture=64 x 4, tau=1, n=m=50002026.04 | 0.108 | |
| ICNNq (Softplus)Architecture=64 x 6, tau=1, n=m=50002026.04 | 0.111 | |
| ICNNq (Softplus)Architecture=64 x 2, tau=0.1, n=m=50002026.04 | 0.139 | |
| ICNNq (Softplus)Architecture=64 x 4, tau=0.1, n=m=50002026.04 | 0.215 | |
| ICNNq (Softplus)Architecture=64 x 2, tau=10, n=m=50002026.04 | 0.242 | |
| ICNNq (Softplus)Architecture=64 x 4, tau=10, n=m=50002026.04 | 0.242 | |
| ICNNq (Softplus)Architecture=64 x 6, tau=10, n=m=50002026.04 | 0.243 | |
| ICNNq (ReLU)Architecture=64 x 2, n=m=50002026.04 | 0.249 | |
| ICNNq (Softplus)Architecture=64 x 6, tau=0.1, n=m=50002026.04 | 0.251 | |
| ICNNq (ReLU)Architecture=64 x 4, n=m=50002026.04 | 0.318 | |
| ICNNq (ReLU)Architecture=64 x 6, n=m=50002026.04 | 0.368 | |
| ICNN (ReLU)Architecture=64 x 6, n=m=50002026.04 | 0.426 | |
| ICNN (L-ReLU)Architecture=64 x 6, n=m=50002026.04 | 0.541 | |
| ICNN (ReLU)Architecture=64 x 4, n=m=50002026.04 | 0.597 | |
| ICNN (L-ReLU)Architecture=64 x 4, n=m=50002026.04 | 0.779 | |
| ICNN (ReLU)Architecture=64 x 2, n=m=50002026.04 | 1.01 | |
| Entropic OTepsilon=1, n=m=50002026.04 | 1.078 | |
| MongeGapArchitecture=64 x 2, n=m=50002026.04 | 1.383 | |
| ICNN (L-ReLU)Architecture=64 x 2, n=m=50002026.04 | 1.389 | |
| MongeGapArchitecture=64 x 4, n=m=50002026.04 | 1.558 | |
| MongeGapArchitecture=64 x 6, n=m=50002026.04 | 1.617 | |
| Entropic OTepsilon=0.1, n=m=50002026.04 | 2.927 | |
| Entropic OTepsilon=10, n=m=50002026.04 | 7.435 |