Out-of-Distribution Detection on CIFAR-10 (in-dist) vs CIFAR-100 (out-dist)
0.938AUROCCSI+LoRot-I
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CSI+LoRot-IForwarded Samples=280M2022.07 | 0.938 | — | — | — | |
| CSI+LoRot-EForwarded Samples=280M2022.07 | 0.938 | — | — | — | |
| LoRot-EForwarded Samples=5M2022.07 | 0.906 | — | — | — | |
| CSIForwarded Samples=280M2022.07 | 0.905 | — | — | — | |
| LoRot-IForwarded Samples=5M2022.07 | 0.901 | — | — | — | |
| RotationsReproduced=true, Forwarded Samples=25M2022.07 | 0.891 | — | — | — | |
| SupCLRForwarded Samples=70M2022.07 | 0.886 | — | — | — | |
| L2EOOD score=Maximum Softmax Probability (MSP)2024.08 | 0.857 | — | — | — | |
| HMCOOD score=Maximum Softmax Probability (MSP)2024.08 | 0.853 | — | — | — | |
| DEOOD score=Maximum Softmax Probability (MSP)2024.08 | 0.844 | — | — | — | |
| SLA+SDReproduced=true, Forwarded Samples=20M2022.07 | 0.836 | — | — | — | |
| Cross EntropyReproduced=true, Forwarded Samples=5M2022.07 | 0.835 | — | — | — | |
| CSGMCMCOOD score=Maximum Softmax Probability (MSP)2024.08 | 0.833 | — | — | — | |
| CutmixReproduced=true, Forwarded Samples=5M2022.07 | 0.809 | — | — | — |