Hessian Prediction on HORM-T1x (val)
0.02H (MAE)HIP-EquiformerV2*
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HIP-EquiformerV2*Hessian Method=HIP, Hessian Trained=true, Mode=end-to-end, Time=31.4 ms2025.09 | 0.02 | 0.041 | 98.2 | 0.031 | |
| HIP-EquiformerV2Hessian Method=HIP, Hessian Trained=true, Mode=frozen backbone, Time=38.5 ms2025.09 | 0.03 | 0.063 | 98.2 | 0.031 | |
| EquiformerV2Hessian Method=AD, Hessian Trained=true, Time=562.3 ms2025.09 | 0.077 | 0.07 | 91.6 | 0.104 | |
| LEFTNet-CFHessian Method=AD, Hessian Trained=true, Time=1051.6 ms2025.09 | 0.153 | 0.226 | 95.1 | 0.127 | |
| LEFTNet-DFHessian Method=AD, Hessian Trained=true, Time=332.2 ms2025.09 | 0.2 | 0.172 | 93.7 | 0.136 | |
| LEFTNet-CF (E-F)Hessian Method=AD, Hessian Trained=false, Time=1047.9 ms2025.09 | 0.364 | 1.011 | 94.7 | 0.13 | |
| AlphaNetHessian Method=AD, Hessian Trained=true, Time=747.0 ms2025.09 | 0.39 | 0.79 | 89.9 | 0.244 | |
| AlphaNet (E-F)Hessian Method=AD, Hessian Trained=false, Time=728.6 ms2025.09 | 0.502 | 1.19 | 90.3 | 0.245 | |
| LEFTNet-DF (E-F)Hessian Method=AD, Hessian Trained=false, Time=331.4 ms2025.09 | 1.65 | 2.247 | 50.5 | 1.362 | |
| EquiformerV2 (E-F)Hessian Method=AD, Hessian Trained=false, Time=564.9 ms2025.09 | 2.254 | 4.199 | 27.9 | 1.372 |