Machine Unlearning on Tiny-ImageNet (1 Class Forgetting)
66.52Retain AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 66.52 | — | 0 | — | — | |
| Retain-only RetrainAccuracy Evaluation Protocol=Output2026.04 | 66.52 | — | 0 | — | — | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 65.9 | — | 46.4 | — | — | |
| Retain-only RetrainAccuracy Evaluation Protocol=Linear Probe2026.04 | 65.9 | — | 46.4 | — | — | |
| SalUnAccuracy Evaluation Protocol=Output2026.04 | 65.49 | — | 0.4 | — | — | |
| Random-labelAccuracy Evaluation Protocol=Output2026.04 | 65.48 | — | 0.4 | — | — | |
| SCRUBAccuracy Evaluation Protocol=Output2026.04 | 65.43 | — | 1.2 | — | — | |
| OriginalEvaluation Protocol=Output2026.04 | 65.27 | — | 58.8 | — | — | |
| OriginalAccuracy Evaluation Protocol=Output2026.04 | 65.27 | — | 58.8 | — | — | |
| Retain-only FTAccuracy Evaluation Protocol=Output2026.04 | 65.26 | — | 37.6 | — | — | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 65.1 | — | 60.8 | — | — | |
| OriginalAccuracy Evaluation Protocol=Linear Probe2026.04 | 65.1 | — | 60.8 | — | — | |
| UNSIRAccuracy Evaluation Protocol=Output2026.04 | 64.66 | — | 0 | — | — | |
| OriginalEvaluation Protocol=NCC2026.04 | 64.65 | — | 60 | — | — | |
| OriginalAccuracy Evaluation Protocol=NCC2026.04 | 64.65 | — | 60 | — | — | |
| SVDAccuracy Evaluation Protocol=NCC2026.04 | 64.65 | — | 60 | — | — | |
| Retain-only FTAccuracy Evaluation Protocol=Linear Probe2026.04 | 64.44 | — | 56 | — | — | |
| SCRUBAccuracy Evaluation Protocol=Linear Probe2026.04 | 64.44 | — | 56 | — | — | |
| SVDAccuracy Evaluation Protocol=Output2026.04 | 64.43 | — | 2 | — | — | |
| SCRUBAccuracy Evaluation Protocol=NCC2026.04 | 64.37 | — | 60.4 | — | — | |
| Random-labelAccuracy Evaluation Protocol=Linear Probe2026.04 | 64.07 | — | 58 | — | — | |
| SalUnAccuracy Evaluation Protocol=Linear Probe2026.04 | 64.07 | — | 55.6 | — | — | |
| Retain-only FTAccuracy Evaluation Protocol=NCC2026.04 | 64 | — | 57.6 | — | — | |
| UNSIRAccuracy Evaluation Protocol=Linear Probe2026.04 | 63.88 | — | 61.2 | — | — | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 63.57 | — | 71.2 | — | — | |
| Retain-only RetrainAccuracy Evaluation Protocol=NCC2026.04 | 63.57 | — | 71.2 | — | — | |
| SalUnAccuracy Evaluation Protocol=NCC2026.04 | 63.33 | — | 68.8 | — | — | |
| Random-labelAccuracy Evaluation Protocol=NCC2026.04 | 63.2 | — | 69.2 | — | — | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 63.18 | — | 41.2 | — | — | |
| UNSIRAccuracy Evaluation Protocol=NCC2026.04 | 63.16 | — | 59.2 | — | — | |
| SVDAccuracy Evaluation Protocol=Linear Probe2026.04 | 63.1 | — | 60.4 | — | — | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 62.9 | — | 41.2 | — | — | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 62.67 | — | 37.2 | — | — | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 62.62 | — | 30 | — | — | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 62.56 | — | 32.8 | — | — | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 62.31 | — | 38.8 | — | — | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 62.13 | — | 36.8 | — | — | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 62.01 | — | 22.4 | — | — | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 61.96 | — | 27.2 | — | — | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 61.66 | — | 34.4 | — | — | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 61.64 | — | 27.2 | — | — | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 61.18 | — | 22 | — | — | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 60.96 | — | 26.8 | — | — | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 60.81 | — | 14 | — | — | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 60.63 | — | 26 | — | — | |
| NegGrad+Accuracy Evaluation Protocol=Linear Probe2026.04 | 60.43 | — | 58 | — | — | |
| NegGrad+Accuracy Evaluation Protocol=NCC2026.04 | 59.01 | — | 37.6 | — | — | |
| NegGrad+Accuracy Evaluation Protocol=Output2026.04 | 57.96 | — | 0 | — | — | |
| BiasShiftForget Classes=12026.05 | — | — | — | 0.027 | 1.71 | |
| FTForget Classes=12026.05 | — | — | — | 255.04 | 1.61 | |
| LB-HRForget Classes=12026.05 | — | — | — | 152.47 | 0.96 | |
| NegGrad+Forget Classes=12026.05 | — | — | — | 363.42 | 2.3 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | — | 22 | — | — | — | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | — | 41.2 | — | — | — | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | — | 38.8 | — | — | — | |
| OriginalEvaluation Protocol=Output2026.04 | — | 58.8 | — | — | — | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | — | 60.8 | — | — | — | |
| OriginalEvaluation Protocol=NCC2026.04 | — | 60 | — | — | — | |
| Random-labelForget Classes=12026.05 | — | — | — | 162.13 | 1.02 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | — | 22.4 | — | — | — | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | — | 32.8 | — | — | — | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | — | 27.2 | — | — | — | |
| Retain-only RetrainEvaluation Protocol=Output2026.04 | — | 0 | — | — | — | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | — | 46.4 | — | — | — | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | — | 71.2 | — | — | — | |
| RetrainForget Classes=12026.05 | — | — | — | 15,776.07 | — | |
| SalUnForget Classes=12026.05 | — | — | — | 164.53 | 1.04 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | — | 30 | — | — | — | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | — | 41.2 | — | — | — | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | — | 37.2 | — | — | — | |
| SCRUBForget Classes=12026.05 | — | — | — | 1,216.76 | 7.71 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | — | 27.2 | — | — | — | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | — | 36.8 | — | — | — | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | — | 34.4 | — | — | — | |
| SFForget Classes=12026.05 | — | — | — | 298.46 | 1.89 | |
| SSDForget Classes=12026.05 | — | — | — | 43.12 | 0.27 | |
| TS-BGMForget Classes=12026.05 | — | — | — | 33.85 | 0.21 | |
| TS-BGRMForget Classes=12026.05 | — | — | — | 32.86 | 0.2 | |
| UNSIRForget Classes=12026.05 | — | — | — | 718.4 | 4.55 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | — | 14 | — | — | — | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | — | 26.8 | — | — | — | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | — | 26 | — | — | — |