Raman Reconstruction on Synthetic Raman Spectra (test)
0.0006MSERamPINN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RamPINNType=Deep Learning, Independent runs=10, Supervision=Supervised2025.10 | 0.0006 | 33.83 | |
| BiLSTMType=Deep Learning, Independent runs=102025.10 | 0.0007 | 31.57 | |
| CNN-GRUType=Deep Learning, Independent runs=102025.10 | 0.0019 | 27.38 | |
| RamPINNType=Deep Learning, Independent runs=10, Supervision=Self-supervised2025.10 | 0.0053 | 22.79 | |
| SpecNetType=Deep Learning, Independent runs=102025.10 | 0.0064 | 21.91 | |
| GANType=Deep Learning, Independent runs=102025.10 | 0.0088 | 22.74 | |
| IWTType=Traditional, NRB estimate=Required, Estimation=Deterministic2025.10 | 0.0139 | 18.75 | |
| VECTORType=Deep Learning, Independent runs=102025.10 | 0.0205 | 16.88 | |
| TDKKType=Traditional, NRB estimate=Required, Estimation=Deterministic2025.10 | 0.0283 | 15.48 | |
| LSTMType=Deep Learning, Independent runs=102025.10 | 0.0732 | 19.3 | |
| LeDHTType=Traditional, NRB estimate=Required, Estimation=Deterministic2025.10 | 0.0814 | 10.91 |