Peak Localization and Intensity Recovery on Synthetic Data (test)
0.0004Mean Localization Error (Normalized)RamPINN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RamPINNtraining_mode=supervised2025.10 | 0.0004 | 0.399 | 0.329 | 0.429 | 0.309 | |
| BiLSTM2025.10 | 0.0004 | 0.674 | 0.65 | 0.705 | 0.641 | |
| SpecNet2025.10 | 0.0006 | 0.599 | 0.581 | 0.599 | 0.525 | |
| RamPINN(self-sup)training_mode=self-supervised2025.10 | 0.0009 | 0.449 | 0.447 | 0.455 | 0.453 | |
| CNN-GRU2025.10 | 0.002 | 0.674 | 0.65 | 0.705 | 0.641 | |
| GAN2025.10 | 0.0046 | 0.857 | 0.859 | 0.824 | 0.816 | |
| VECTOR2025.10 | 0.0049 | 2.238 | 2.122 | 2.271 | 0.812 |