Uncertainty Estimation on Real-Noise
0.021Uncertainty Interval LengthDeep Ens.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Deep Ens.Interval=0.00–0.202025.07 | 0.021 | — | |
| MC-Drop.Interval=0.00–0.202025.07 | 0.025 | — | |
| Deep Ensemble2025.07 | 0.025 | 0.096 | |
| Im2ImInterval=0.00–0.202025.07 | 0.03 | — | |
| Im2Im-Asym.Interval=0.00–0.202025.07 | 0.03 | — | |
| MC-Dropout2025.07 | 0.03 | 0.046 | |
| K-RCPSInterval=0.00–0.202025.07 | 0.031 | — | |
| QUTCCInterval=0.00–0.202025.07 | 0.033 | — | |
| QUTCC2025.07 | 0.036 | 0.098 | |
| Im2Im-Asym.2025.07 | 0.037 | 0.098 | |
| Im2Im-Deep2025.07 | 0.038 | 0.096 | |
| K-RCPSk=22025.07 | 0.038 | 0.074 | |
| Deep Ens.Interval=0.20–0.402025.07 | 0.088 | — | |
| MC-Drop.Interval=0.20–0.402025.07 | 0.104 | — | |
| QUTCCInterval=0.20–0.402025.07 | 0.14 | — | |
| K-RCPSInterval=0.20–0.402025.07 | 0.151 | — | |
| Deep Ens.Interval=0.40–0.602025.07 | 0.152 | — | |
| Im2Im-Asym.Interval=0.20–0.402025.07 | 0.165 | — | |
| Im2ImInterval=0.20–0.402025.07 | 0.166 | — | |
| MC-Drop.Interval=0.40–0.602025.07 | 0.189 | — | |
| K-RCPSInterval=0.80–1.002025.07 | 0.197 | — | |
| QUTCCInterval=0.40–0.602025.07 | 0.202 | — | |
| K-RCPSInterval=0.40–0.602025.07 | 0.208 | — | |
| Im2Im-Asym.Interval=0.40–0.602025.07 | 0.23 | — | |
| Im2ImInterval=0.40–0.602025.07 | 0.232 | — | |
| Deep Ens.Interval=0.60–0.802025.07 | 0.233 | — | |
| K-RCPSInterval=0.60–0.802025.07 | 0.236 | — | |
| QUTCCInterval=0.60–0.802025.07 | 0.248 | — | |
| Im2Im-Asym.Interval=0.60–0.802025.07 | 0.263 | — | |
| Im2ImInterval=0.60–0.802025.07 | 0.266 | — | |
| MC-Drop.Interval=0.60–0.802025.07 | 0.273 | — | |
| Im2Im-Asym.Interval=0.80–1.002025.07 | 0.274 | — | |
| Im2ImInterval=0.80–1.002025.07 | 0.278 | — | |
| QUTCCInterval=0.80–1.002025.07 | 0.286 | — | |
| Deep Ens.Interval=0.80–1.002025.07 | 0.318 | — | |
| MC-Drop.Interval=0.80–1.002025.07 | 0.342 | — |