chamber n_training n_validation n_test latent_dim_c latent_dim_s n_channels_enc n_channels_dec_c n_channels_dec_s convolution_type reduction_factors optimizer_name lr betas weight_decay epochs best_epoch epoch w_kl w_s test_loss Left atrium 6000 2000 2000 8 8 [16, 16, 32, 32] [16, 16, 32, 32] [16, 16, 32, 32] Chebyshev [3, 3, 2, 2] Adam 3,00E-05 [0.5, 0.99] 5 1000 999.0 999.0 1,00E-04 1 1,85 Left atrium 6000 2000 2000 8 8 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 2, 2] Adam 3,00E-05 [0.5, 0.99] 5 1000 999.0 999.0 1,00E-05 1 1,69 Left atrium 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 3, 3] Adam 3,00E-05 [0.5, 0.99] 5 1000 92.0 102.0 0.0 1 1,68 Left atrium 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 3, 3] Adam 1,00E-05 [0.5, 0.99] 5 1000 181.0 191.0 0.0 1 2,03 Left atrium 6000 2000 2000 8 8 [16, 16, 32, 32] [16, 16, 32, 32] [16, 16, 32, 32] Chebyshev [3, 3, 2, 2] Adam 3,00E-05 [0.5, 0.99] 5 1000 999.0 999.0 1,00E-04 1 2,53 Left ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 3, 3] Adam 1,00E-05 [0.5, 0.99] 5 1000 172.0 182.0 1,00E-04 1 1,52 Left ventricle 6000 2000 2000 8 8 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 1,00E-05 [0.5, 0.99] 5 1000 150.0 160.0 0.01 1 2,82 Left ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 3, 3] Adam 0 [0.5, 0.99] 5 1000 99.0 109.0 1,00E-04 1 0,79 Left ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 3, 3] Adam 1,00E-05 [0.5, 0.99] 5 1000 157.0 167.0 0.0 1 1,71 Left ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 1,00E-05 [0.5, 0.99] 5 1000 235.0 245.0 1,00E-04 1 1,35 Right atrium 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 1,00E-05 [0.5, 0.99] 5 1000 169.0 179.0 0.0 1 3,14 Right atrium 6000 2000 2000 8 8 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 0 [0.5, 0.99] 5 1000 109.0 119.0 0.0 1 Right atrium 6000 2000 2000 8 8 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 2, 2] Adam 1,00E-05 [0.5, 0.99] 5 1000 999.0 999.0 1,00E-04 1 2,59 Right atrium 6000 2000 2000 8 8 [16, 16, 32, 32] [16, 16, 32, 32] [16, 16, 32, 32] Chebyshev [3, 3, 2, 2] Adam 1,00E-05 [0.5, 0.99] 5 1000 999.0 999.0 1,00E-04 1 0,45 Right atrium 6000 2000 2000 8 8 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 2, 2] Adam 1,00E-05 [0.5, 0.99] 5 1000 999.0 999.0 1,00E-04 1 1,58 Right ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 1,00E-05 [0.5, 0.99] 5 1000 170.0 180.0 0.0 1 1,86 Right ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 1,00E-05 [0.5, 0.99] 5 1000 147.0 157.0 0.01 1 2,20 Right ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 1,00E-05 [0.5, 0.99] 5 1000 153.0 163.0 0.0 1 2,08 Right ventricle 6000 2000 2000 8 8 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 2, 2] Adam 3,00E-05 [0.5, 0.99] 5 1000 999.0 999.0 1,00E-06 1 1,75 Right ventricle 6000 2000 2000 16 16 [64, 64, 32, 32] [64, 64, 32, 32] [64, 64, 32, 32] Chebyshev [3, 3, 4, 4] Adam 1,00E-05 [0.5, 0.99] 5 1000 203.0 213.0 1,00E-04 1 1,67