Channel prediction on Ray-Traced Velocity [20, 30) m/s
-11.545NMSE (dB)LWM
Evaluation Results
| Method | Links | |
|---|---|---|
| LWMFine-tuning Samples (%)=1002026.02 | -11.545 | |
| LWMFine-tuning Samples (%)=502026.02 | -11.009 | |
| LWMFine-tuning Samples (%)=102026.02 | -8.62 | |
| LWMFine-tuning Samples (%)=22026.02 | -8.403 | |
| LWMFine-tuning Samples (%)=12026.02 | -8.088 | |
| LWMFine-tuning Samples (%)=02026.02 | -7.993 | |
| LSTM-PTFine-tuning Samples (%)=1002026.02 | -7.318 | |
| LSTM-PTFine-tuning Samples (%)=502026.02 | -7.069 | |
| LSTM-PTFine-tuning Samples (%)=102026.02 | -7.052 | |
| GRU-PTFine-tuning Samples (%)=1002026.02 | -5.818 | |
| GRU-PTFine-tuning Samples (%)=502026.02 | -5.805 | |
| LSTM-PTFine-tuning Samples (%)=22026.02 | -5.651 | |
| GRU-PTFine-tuning Samples (%)=102026.02 | -5.647 | |
| WiFo-Base-RTFine-tuning Samples (%)=1002026.02 | -4.723 | |
| LSTM-PTFine-tuning Samples (%)=12026.02 | -4.123 | |
| LSTM-PTFine-tuning Samples (%)=02026.02 | -4.085 | |
| GRU-PTFine-tuning Samples (%)=22026.02 | -2.598 | |
| GRU-PTFine-tuning Samples (%)=12026.02 | -2.536 | |
| GRU-PTFine-tuning Samples (%)=02026.02 | -2.331 | |
| WiFo-Base-RTFine-tuning Samples (%)=502026.02 | -0.717 | |
| WiFo-BaseFine-tuning Samples (%)=1002026.02 | -0.595 | |
| WiFo-BaseFine-tuning Samples (%)=502026.02 | 0.071 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=1002026.02 | 0.079 | |
| WiFo-BaseFine-tuning Samples (%)=102026.02 | 0.101 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=502026.02 | 0.111 | |
| WiFo-BaseFine-tuning Samples (%)=22026.02 | 0.161 | |
| WiFo-TinyFine-tuning Samples (%)=1002026.02 | 0.171 | |
| WiFo-Base-RTFine-tuning Samples (%)=22026.02 | 0.173 | |
| WiFo-Base-RTFine-tuning Samples (%)=12026.02 | 0.177 | |
| WiFo-BaseFine-tuning Samples (%)=12026.02 | 0.218 | |
| WiFo-Base-RTFine-tuning Samples (%)=102026.02 | 0.238 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=102026.02 | 0.403 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=22026.02 | 0.506 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=12026.02 | 0.542 | |
| WiFo-TinyFine-tuning Samples (%)=502026.02 | 0.577 | |
| WiFo-BaseFine-tuning Samples (%)=02026.02 | 1.233 | |
| WiFo-Base-RTFine-tuning Samples (%)=02026.02 | 1.233 | |
| S&H (baseline)Fine-tuning Samples (%)=02026.02 | 1.834 | |
| S&H (baseline)Fine-tuning Samples (%)=12026.02 | 1.834 | |
| S&H (baseline)Fine-tuning Samples (%)=22026.02 | 1.834 | |
| S&H (baseline)Fine-tuning Samples (%)=102026.02 | 1.834 | |
| S&H (baseline)Fine-tuning Samples (%)=502026.02 | 1.834 | |
| S&H (baseline)Fine-tuning Samples (%)=1002026.02 | 1.834 | |
| WiFo-TinyFine-tuning Samples (%)=102026.02 | 3.563 | |
| WiFo-Tiny-RTFine-tuning Samples (%)=02026.02 | 3.932 | |
| WiFo-TinyFine-tuning Samples (%)=22026.02 | 9.024 | |
| WiFo-TinyFine-tuning Samples (%)=12026.02 | 9.096 | |
| WiFo-TinyFine-tuning Samples (%)=02026.02 | 11.742 |