HRTF Upsampling on HRTF Dataset
0.19Polar Accuracy ErrorHRTFformer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HRTFformerSparsity level=19, Param. (M)=270.60, Model (MB)=1041.53, FLOPs (G)=246.58, Time (s)=0.152025.10 | 0.19 | 30.26 | 10.22 | — | — | — | |
| SUpDEqSparsity level=192025.10 | 1.6 | 41.03 | 15.7 | — | — | — | |
| MERL2Sparsity level=192025.10 | 3.13 | 39.04 | 14.24 | — | — | — | |
| HRTFformerSparsity level=5, Param. (M)=270.60, Model (MB)=1041.53, FLOPs (G)=246.58, Time (s)=0.152025.10 | 3.34 | 32.01 | 10.73 | — | — | — | |
| KalimotxoSparsity level=192025.10 | 3.75 | 41.82 | 24.17 | — | — | — | |
| HRTFformerSparsity level=3, Param. (M)=270.60, Model (MB)=1041.53, FLOPs (G)=246.58, Time (s)=0.152025.10 | 3.83 | 35.37 | 8.94 | — | — | — | |
| MERL2Sparsity level=1002025.10 | 4.27 | 38.63 | 12.56 | — | — | — | |
| IOA3DSparsity level=192025.10 | 4.47 | 37.74 | 23.69 | — | — | — | |
| GEP-GANSparsity level=5, Param. (M)=137.62, Model (MB)=525.10, FLOPs (G)=91.36, Time (s)=0.052025.10 | 5.22 | 46.06 | 28.17 | — | — | — | |
| GEP-GANSparsity level=3, Param. (M)=137.62, Model (MB)=525.10, FLOPs (G)=91.36, Time (s)=0.052025.10 | 5.66 | 47.6 | 16.35 | — | — | — | |
| SHSparsity level=192025.10 | 6.95 | 45.11 | 29.59 | — | — | — | |
| AE-GANSparsity level=19, Param. (M)=179.95, Model (MB)=576.94, FLOPs (G)=105.72, Time (s)=0.092025.10 | 7.41 | 39.96 | 25.72 | — | — | — | |
| HRTFformerSparsity level=100, Param. (M)=270.60, Model (MB)=1041.53, FLOPs (G)=246.58, Time (s)=0.152025.10 | 7.52 | 35.78 | 14.75 | — | — | — | |
| MERL2Sparsity level=52025.10 | 7.77 | 35.53 | 16.39 | — | — | — | |
| GEP-GANSparsity level=19, Param. (M)=137.62, Model (MB)=525.10, FLOPs (G)=91.36, Time (s)=0.052025.10 | 8.06 | 45.68 | 24.89 | — | — | — | |
| KalimotxoSparsity level=1002025.10 | 8.23 | 41.64 | 19.11 | — | — | — | |
| BarycentricSparsity level=192025.10 | 9.77 | 41.68 | 31.48 | — | — | — | |
| SHSparsity level=1002025.10 | 10.16 | 39.63 | 20.05 | — | — | — | |
| KalimotxoSparsity level=32025.10 | 10.45 | 41.72 | 18.08 | — | — | — | |
| SHSparsity level=52025.10 | 10.55 | 45.91 | 21.51 | — | — | — | |
| SUpDEqSparsity level=1002025.10 | 10.89 | 36.85 | 15.7 | — | — | — | |
| MERL2Sparsity level=32025.10 | 11.53 | 38.55 | 13.5 | — | — | — | |
| IOA3DSparsity level=1002025.10 | 12.07 | 37.74 | 15.22 | — | — | — | |
| AE-GANSparsity level=3, Param. (M)=179.95, Model (MB)=576.94, FLOPs (G)=105.72, Time (s)=0.092025.10 | 12.88 | 45.64 | 17.58 | — | — | — | |
| BarycentricSparsity level=52025.10 | 13.64 | 42.78 | 40.69 | — | — | — | |
| IOA3DSparsity level=32025.10 | 13.75 | 41.79 | 18.2 | — | — | — | |
| AE-GANSparsity level=5, Param. (M)=179.95, Model (MB)=576.94, FLOPs (G)=105.72, Time (s)=0.092025.10 | 14.17 | 49.45 | 27.49 | — | — | — | |
| IOA3DSparsity level=52025.10 | 14.74 | 41.01 | 23.35 | — | — | — | |
| BarycentricSparsity level=1002025.10 | 15.23 | 43.75 | 23.86 | — | — | — | |
| AE-GANSparsity level=100, Param. (M)=179.95, Model (MB)=576.94, FLOPs (G)=105.72, Time (s)=0.092025.10 | 15.44 | 42.36 | 16.98 | — | — | — | |
| SUpDEqSparsity level=32025.10 | 16.53 | 47.15 | 27.96 | — | — | — | |
| KalimotxoSparsity level=52025.10 | 17.5 | 41.42 | 25.44 | — | — | — | |
| GEP-GANSparsity level=100, Param. (M)=137.62, Model (MB)=525.10, FLOPs (G)=91.36, Time (s)=0.052025.10 | 20 | 43.87 | 22.14 | — | — | — | |
| SUpDEqSparsity level=52025.10 | 21.15 | 38.36 | 20.22 | — | — | — | |
| SHSparsity level=32025.10 | 21.59 | 49.78 | 25.94 | — | — | — | |
| BarycentricSparsity level=32025.10 | 44.51 | 57.62 | 48.77 | — | — | — |