Reservoir Inflow Prediction on MCR, JVR, and MCP target reservoirs (test)
83.93Overall NSEOracle
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OracleEvaluation protocol=Upper Bound, Feature Encoder=Backbone Only2025.12 | 83.93 | 93.79 | 90.64 | 86.91 | 83.25 | 80.54 | 77.09 | 75.29 | |
| HydroDCMCondition=Full Model2025.12 | 82.9 | 92.92 | 89.6 | 86.03 | 82.26 | 79.26 | 76.24 | 73.96 | |
| HydroDCMCondition=w/o FiLM Adaptor2025.12 | 81.39 | 90.4 | 88.02 | 84.37 | 81.32 | 78.3 | 75.31 | 71.99 | |
| CondAdvDomain Generalization Baseline=true2025.12 | 80.77 | 90.06 | 86.99 | 83.62 | 80.73 | 77.8 | 74.58 | 71.61 | |
| MLDGDomain Generalization Baseline=true2025.12 | 80.67 | 89.82 | 87.11 | 83.71 | 80.53 | 77.66 | 74.43 | 71.42 | |
| HydroDCMCondition=w/ Spatial Shuffle2025.12 | 80.63 | 89.66 | 87.34 | 82.85 | 80.82 | 77.22 | 74.37 | 72.1 | |
| HydroDCMCondition=w/o Contrastive Loss2025.12 | 80.3 | 89.41 | 86.84 | 83.35 | 80.09 | 77.37 | 74.1 | 70.94 | |
| Few-shotEvaluation protocol=Few-shot, Feature Encoder=Backbone Only2025.12 | 80.08 | 89.08 | 86.46 | 82.28 | 80.19 | 77.32 | 74.2 | 71.03 | |
| HydroDCMCondition=w/o Adversarial Loss2025.12 | 79.09 | 88.81 | 85.39 | 82.49 | 79.74 | 75.98 | 72.13 | 69.06 | |
| DANNDomain Generalization Baseline=true2025.12 | 78.89 | 88.63 | 85.12 | 82.34 | 79.5 | 75.79 | 71.92 | 68.94 | |
| IRMDomain Generalization Baseline=true2025.12 | 78.5 | 88.15 | 84.98 | 82.12 | 79.13 | 75.52 | 71.38 | 68.2 | |
| BaseEvaluation protocol=Lower Bound, Feature Encoder=Backbone Only2025.12 | 78.29 | 87.96 | 84.78 | 81.92 | 78.95 | 75.34 | 71.16 | 67.95 |