Channel prediction on Ray-Traced Velocity [10, 20) m/s]
-14.045NMSE (dB)LWM
Evaluation Results
| Method | Links | |
|---|---|---|
| LWMFine-tuning Samples (%)=1002026.02 | -14.045 | |
| LWMFine-tuning Samples (%)=502026.02 | -13.226 | |
| LWMFine-tuning Samples (%)=102026.02 | -13.038 | |
| LWMFine-tuning Samples (%)=22026.02 | -12.782 | |
| LWMFine-tuning Samples (%)=12026.02 | -12.717 | |
| LWMFine-tuning Samples (%)=02026.02 | -12.664 | |
| LSTM-PTFine-tuning Samples (%)=1002026.02 | -7.352 | |
| LSTM-PTFine-tuning Samples (%)=502026.02 | -7.301 | |
| LSTM-PTFine-tuning Samples (%)=102026.02 | -7.151 | |
| LSTM-PTFine-tuning Samples (%)=22026.02 | -5.482 | |
| WiFo-Base-RTFine-tuning Samples (%)=1002026.02 | -5.058 | |
| GRU-PTFine-tuning Samples (%)=1002026.02 | -5.035 | |
| GRU-PTFine-tuning Samples (%)=102026.02 | -4.658 | |
| GRU-PTFine-tuning Samples (%)=502026.02 | -4.481 | |
| LSTM-PTFine-tuning Samples (%)=12026.02 | -4.151 | |
| WiFo-BaseFine-tuning Samples (%)=1002026.02 | -4.148 | |
| LSTM-PTFine-tuning Samples (%)=02026.02 | -4.085 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=1002026.02 | -3.535 | |
| GRU-PTFine-tuning Samples (%)=22026.02 | -2.621 | |
| GRU-PTFine-tuning Samples (%)=12026.02 | -2.458 | |
| GRU-PTFine-tuning Samples (%)=02026.02 | -2.331 | |
| S&H (baseline)Fine-tuning Samples (%)=02026.02 | -1.66 | |
| S&H (baseline)Fine-tuning Samples (%)=12026.02 | -1.66 | |
| S&H (baseline)Fine-tuning Samples (%)=22026.02 | -1.66 | |
| S&H (baseline)Fine-tuning Samples (%)=102026.02 | -1.66 | |
| S&H (baseline)Fine-tuning Samples (%)=502026.02 | -1.66 | |
| S&H (baseline)Fine-tuning Samples (%)=1002026.02 | -1.66 | |
| WiFo-BaseFine-tuning Samples (%)=502026.02 | 0.063 | |
| WiFo-Base-RTFine-tuning Samples (%)=502026.02 | 0.066 | |
| WiFo-BaseFine-tuning Samples (%)=102026.02 | 0.099 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=502026.02 | 0.13 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=102026.02 | 0.137 | |
| WiFo-TinyFine-tuning Samples (%)=1002026.02 | 0.143 | |
| WiFo-Base-RTFine-tuning Samples (%)=102026.02 | 0.158 | |
| WiFo-Base-RTFine-tuning Samples (%)=22026.02 | 0.227 | |
| WiFo-BaseFine-tuning Samples (%)=22026.02 | 0.235 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=22026.02 | 0.382 | |
| WiFo-TinyFine-tuning Samples (%)=502026.02 | 0.432 | |
| WiFo-BaseFine-tuning Samples (%)=12026.02 | 0.482 | |
| WiFo-Base-RTFine-tuning Samples (%)=12026.02 | 0.533 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=12026.02 | 0.711 | |
| WiFo-BaseFine-tuning Samples (%)=02026.02 | 1.094 | |
| WiFo-Base-RTFine-tuning Samples (%)=02026.02 | 1.094 | |
| WiFo-TinyFine-tuning Samples (%)=102026.02 | 2.83 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=02026.02 | 3.583 | |
| WiFo-TinyFine-tuning Samples (%)=22026.02 | 7.941 | |
| WiFo-TinyFine-tuning Samples (%)=12026.02 | 7.987 | |
| WiFo-TinyFine-tuning Samples (%)=02026.02 | 11.173 |