Object Erasure on CIFAR-10
99.87Accuracy (Erase)SD v1.4
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SD v1.4Concept=Deer2026.05 | 99.87 | 98.49 | — | 0.26 | |
| SD v1.4Concept=Bird2026.05 | 99.72 | 98.51 | — | 0.56 | |
| CAConcept=Bird2026.05 | 99.55 | 98.53 | — | 0.9 | |
| FMNConcept=Bird2026.05 | 99.46 | 98.13 | — | 1.07 | |
| CAConcept=Deer2026.05 | 99.45 | 98.47 | — | 1.09 | |
| FMNConcept=Deer2026.05 | 98.95 | 94.13 | — | 2.08 | |
| CAConcept=Cat2026.05 | 98.94 | 98.63 | — | 2.1 | |
| SD v1.4Concept=Cat2026.05 | 98.93 | 98.6 | — | 2.12 | |
| SD v1.4mode=original2024.03 | 98.63 | 98.63 | 83.64 | — | |
| ACbackbone=SD v1.42024.03 | 98.34 | 98.56 | 83.38 | 3.63 | |
| SD v1.4Concept=Average2026.05 | 98.07 | 98.69 | — | 3.79 | |
| CAConcept=Average2026.05 | 97.72 | 98.53 | — | 4.46 | |
| FMNConcept=Average2026.05 | 97.03 | 97.08 | — | 5.77 | |
| FMNbackbone=SD v1.42024.03 | 96.96 | 96.73 | 82.56 | 6.13 | |
| FMNConcept=Airplane2026.05 | 96.76 | 98.32 | — | 6.27 | |
| CAConcept=Airplane2026.05 | 96.24 | 98.55 | — | 7.24 | |
| SD v1.4Concept=Airplane2026.05 | 96.06 | 98.92 | — | 7.58 | |
| SD v1.4Concept=Automobile2026.05 | 95.75 | 98.95 | — | 8.15 | |
| FMNConcept=Automobile2026.05 | 95.08 | 96.86 | — | 9.36 | |
| FMNConcept=Cat2026.05 | 94.89 | 97.97 | — | 9.71 | |
| CAConcept=Automobile2026.05 | 94.41 | 98.47 | — | 10.58 | |
| SLD-Mbackbone=SD v1.42024.03 | 84.14 | 98.54 | 67.35 | 26.32 | |
| SPEEDConcept=Airplane2026.05 | 57.78 | 98.74 | — | 59.15 | |
| UCEConcept=Airplane2026.05 | 40.32 | 98.79 | — | 74.41 | |
| SPEEDConcept=Bird2026.05 | 38.48 | 98.23 | — | 75.66 | |
| RECEConcept=Automobile2026.05 | 36.13 | 99.04 | — | 77.66 | |
| ESDConcept=Automobile2026.05 | 30.29 | 91.02 | — | 78.95 | |
| ESD-xbackbone=SD v1.42024.03 | 26.93 | 97.32 | 31.61 | 76.91 | |
| SPEEDConcept=Average2026.05 | 21.82 | 98.47 | — | 87.16 | |
| ESD-ubackbone=SD v1.42024.03 | 18.27 | 86.76 | 16.26 | 83.69 | |
| ESDConcept=Deer2026.05 | 18.14 | 73.81 | — | 77.63 | |
| RECEConcept=Average2026.05 | 16.89 | 98.52 | — | 90.16 | |
| ESDConcept=Average2026.05 | 16.15 | 85.59 | — | 84.71 | |
| RECEConcept=Cat2026.05 | 15.76 | 98.51 | — | 90.82 | |
| RECEConcept=Airplane2026.05 | 15.01 | 98.76 | — | 91.36 | |
| UCEConcept=Average2026.05 | 14 | 98.51 | — | 91.83 | |
| UCEbackbone=SD v1.42024.03 | 13.54 | 98.45 | 23.18 | 85.48 | |
| MACEConcept=Deer2026.05 | 13.47 | 97.71 | — | 91.78 | |
| ESDConcept=Bird2026.05 | 13.17 | 86.17 | — | 86.5 | |
| UCEConcept=Deer2026.05 | 11.88 | 98.39 | — | 92.97 | |
| ESDConcept=Cat2026.05 | 11.77 | 91.45 | — | 89.81 | |
| UCEConcept=Bird2026.05 | 10.71 | 98.35 | — | 93.6 | |
| SPEEDConcept=Automobile2026.05 | 10.33 | 98.52 | — | 93.89 | |
| MACEConcept=Bird2026.05 | 9.88 | 97.45 | — | 93.64 | |
| RECEConcept=Deer2026.05 | 9.62 | 98.27 | — | 94.16 | |
| MACEConcept=Airplane2026.05 | 9.06 | 95.39 | — | 93.11 | |
| OCEConcept=Automobile2026.05 | 8.79 | 99.07 | — | 94.98 | |
| MACEbackbone=SD v1.42024.03 | 8.49 | 97.35 | 10.53 | 92.61 | |
| MACEConcept=Average2026.05 | 8.32 | 96.92 | — | 94.23 | |
| RECEConcept=Bird2026.05 | 7.95 | 98.01 | — | 94.94 | |
| ESDConcept=Airplane2026.05 | 7.38 | 85.48 | — | 88.91 | |
| MACEConcept=Automobile2026.05 | 6.97 | 95.18 | — | 94.09 | |
| OCEConcept=Airplane2026.05 | 6.89 | 98.85 | — | 95.89 | |
| UCEConcept=Automobile2026.05 | 4.73 | 99.02 | — | 97.11 | |
| OCEConcept=Average2026.05 | 4.61 | 98.68 | — | 97.01 | |
| OCEConcept=Deer2026.05 | 3.81 | 98.45 | — | 97.31 | |
| OCEConcept=Bird2026.05 | 3.4 | 98.3 | — | 97.44 | |
| UCEConcept=Cat2026.05 | 2.35 | 98.02 | — | 97.83 | |
| MACEConcept=Cat2026.05 | 2.22 | 98.85 | — | 98.31 | |
| SPEEDConcept=Deer2026.05 | 2.17 | 98.31 | — | 98.07 | |
| SPEEDConcept=Cat2026.05 | 0.36 | 98.57 | — | 99.1 | |
| OCEConcept=Cat2026.05 | 0.15 | 98.71 | — | 99.28 |