Video Reconstruction on Youtube video 128x128x128 cube (test)
22.24PSNRTri
Evaluation results
| Method | Links | |
|---|---|---|
| TriPositional encoding type=complex, Optimization method=gradient descent, No. of params (memory)=786, 432 (3.15M), Time (s)=0.68, Architecture=single linear layer2022.05 | 22.24 | |
| GauPositional encoding type=complex, Optimization method=gradient descent, No. of params (memory)=786, 432 (3.15M), Time (s)=0.66, Architecture=single linear layer2022.05 | 22.11 | |
| TriPositional encoding type=complex, Optimization method=closed-form solution, No. of params (memory)=786, 432 (3.15M), Time (s)=0.009, Architecture=single linear layer2022.05 | 22.04 | |
| GauPositional encoding type=complex, Optimization method=closed-form solution, No. of params (memory)=786, 432 (3.15M), Time (s)=0.008, Architecture=single linear layer2022.05 | 21.83 | |
| LinFPositional encoding type=simple, Optimization method=gradient descent, No. of params (memory)=1, 445, 891 (5.78M), Time (s)=77.06, Architecture=5 layer MLP with 512-width2022.05 | 21.49 | |
| LogFPositional encoding type=simple, Optimization method=gradient descent, No. of params (memory)=1, 445, 891 (5.78M), Time (s)=77.86, Architecture=5 layer MLP with 512-width2022.05 | 21.46 | |
| GauPositional encoding type=simple, Optimization method=gradient descent, No. of params (memory)=1, 445, 891 (5.78M), Time (s)=79.09, Architecture=5 layer MLP with 512-width2022.05 | 21.21 | |
| RFFPositional encoding type=simple, Optimization method=gradient descent, No. of params (memory)=1, 445, 891 (5.78M), Time (s)=77.86, Architecture=5 layer MLP with 512-width2022.05 | 21.06 | |
| TriPositional encoding type=simple, Optimization method=gradient descent, No. of params (memory)=1, 445, 891 (5.78M), Time (s)=78.91, Architecture=5 layer MLP with 512-width2022.05 | 20.86 | |
| RFFPositional encoding type=complex, Optimization method=gradient descent, No. of params (memory)=786, 432 (3.15M), Time (s)=0.69, Architecture=single linear layer2022.05 | 20.33 | |
| RFFPositional encoding type=complex, Optimization method=closed-form solution, No. of params (memory)=786, 432 (3.15M), Time (s)=0.01, Architecture=single linear layer2022.05 | 18.05 | |
| LogFPositional encoding type=complex, Optimization method=gradient descent, No. of params (memory)=786, 432 (3.15M), Time (s)=0.68, Architecture=single linear layer2022.05 | 9.98 | |
| LinFPositional encoding type=complex, Optimization method=gradient descent, No. of params (memory)=786, 432 (3.15M), Time (s)=0.69, Architecture=single linear layer2022.05 | 9.76 |