Channel prediction on Ray-Traced Velocity [0, 10) m/s
-17.08NMSE (dB)LWM
Evaluation Results
| Method | Links | |
|---|---|---|
| LWMFine-tuning Samples (%)=1002026.02 | -17.08 | |
| LWMFine-tuning Samples (%)=502026.02 | -15.618 | |
| LWMFine-tuning Samples (%)=102026.02 | -15.356 | |
| LWMFine-tuning Samples (%)=22026.02 | -15.297 | |
| LWMFine-tuning Samples (%)=12026.02 | -15.232 | |
| LWMFine-tuning Samples (%)=02026.02 | -15.218 | |
| S&H (baseline)Fine-tuning Samples (%)=02026.02 | -10.665 | |
| S&H (baseline)Fine-tuning Samples (%)=12026.02 | -10.665 | |
| S&H (baseline)Fine-tuning Samples (%)=22026.02 | -10.665 | |
| S&H (baseline)Fine-tuning Samples (%)=102026.02 | -10.665 | |
| S&H (baseline)Fine-tuning Samples (%)=502026.02 | -10.665 | |
| S&H (baseline)Fine-tuning Samples (%)=1002026.02 | -10.665 | |
| WiFo-Base-RTFine-tuning Samples (%)=1002026.02 | -7.365 | |
| LSTM-PTFine-tuning Samples (%)=1002026.02 | -7.199 | |
| LSTM-PTFine-tuning Samples (%)=502026.02 | -7.111 | |
| LSTM-PTFine-tuning Samples (%)=102026.02 | -7.108 | |
| WiFo-Base-RTFine-tuning Samples (%)=502026.02 | -7.016 | |
| WiFo-BaseFine-tuning Samples (%)=1002026.02 | -6.917 | |
| WiFo-BaseFine-tuning Samples (%)=502026.02 | -6.891 | |
| GRU-PTFine-tuning Samples (%)=1002026.02 | -5.476 | |
| GRU-PTFine-tuning Samples (%)=502026.02 | -5.339 | |
| LSTM-PTFine-tuning Samples (%)=22026.02 | -5.167 | |
| GRU-PTFine-tuning Samples (%)=102026.02 | -4.84 | |
| LSTM-PTFine-tuning Samples (%)=12026.02 | -4.087 | |
| LSTM-PTFine-tuning Samples (%)=02026.02 | -4.085 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=1002026.02 | -3.918 | |
| GRU-PTFine-tuning Samples (%)=22026.02 | -2.868 | |
| GRU-PTFine-tuning Samples (%)=12026.02 | -2.848 | |
| GRU-PTFine-tuning Samples (%)=02026.02 | -2.331 | |
| WiFo-Base-RTFine-tuning Samples (%)=102026.02 | -0.119 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=502026.02 | -0.06 | |
| WiFo-BaseFine-tuning Samples (%)=102026.02 | -0.015 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=102026.02 | -0.014 | |
| WiFo-Base-RTFine-tuning Samples (%)=22026.02 | 0.029 | |
| WiFo-BaseFine-tuning Samples (%)=22026.02 | 0.037 | |
| WiFo-Base-RTFine-tuning Samples (%)=12026.02 | 0.037 | |
| WiFo-BaseFine-tuning Samples (%)=12026.02 | 0.039 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=22026.02 | 0.059 | |
| WiFo-TinyFine-tuning Samples (%)=502026.02 | 0.07 | |
| WiFo-TinyFine-tuning Samples (%)=1002026.02 | 0.07 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=12026.02 | 0.155 | |
| WiFo-TinyFine-tuning Samples (%)=102026.02 | 0.621 | |
| WiFo-BaseFine-tuning Samples (%)=02026.02 | 1.105 | |
| WiFo-Base-RTFine-tuning Samples (%)=02026.02 | 1.105 | |
| WiFo-TinyFine-tuning Samples (%)=22026.02 | 3.586 | |
| WiFo-TinyFine-tuning Samples (%)=12026.02 | 3.591 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=02026.02 | 3.634 | |
| WiFo-TinyFine-tuning Samples (%)=02026.02 | 11.242 |