Influential Training Sample Identification on Flowers
96.41Top-5 Identification RateDMin
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMinModel=SD 3 Medium (Full), v=2^20, Computation=Excatly2024.12 | 96.41 | 93.33 | 55.9 | 37.08 | |
| DMinModel=SD 3 Medium (Full), v=2^16, Search=KNN2024.12 | 96.22 | 91.08 | 56.22 | 36.95 | |
| DMinModel=SD 3 Medium (Full), v=2^16, Computation=Excatly2024.12 | 95.9 | 93.08 | 55.64 | 36.9 | |
| DMinModel=SD 3 Medium (Full), v=2^12, Computation=Excatly2024.12 | 94.87 | 90 | 53.85 | 35.67 | |
| DMinModel=SD 3 Medium (Full), v=2^12, Search=KNN2024.12 | 92.82 | 86.41 | 53.54 | 35.18 | |
| DMinModel=SD 3 Medium (LoRA), Variant=w/o Comp.2024.12 | 91.28 | 89.74 | 83.9 | 76.05 | |
| DMinModel=SD 3 Medium (LoRA), v=2^16, Search=KNN2024.12 | 91.28 | 90.51 | 84.72 | 77.21 | |
| DMinModel=SD 3 Medium (LoRA), v=2^16, Computation=Excatly2024.12 | 90.77 | 88.72 | 84.05 | 76.59 | |
| DMinModel=SD 3 Medium (LoRA), v=2^20, Computation=Excatly2024.12 | 90.77 | 88.72 | 83.85 | 76.51 | |
| DMinModel=SD 3 Medium (LoRA), v=2^12, Search=KNN2024.12 | 90.26 | 89.49 | 84.15 | 76.41 | |
| DMinModel=SD 3 Medium (LoRA), Variant=w/o Comp. & Norm.2024.12 | 89.74 | 87.69 | 80.1 | 67.38 | |
| DMinModel=SD 3 Medium (LoRA), v=2^12, Computation=Excatly2024.12 | 89.74 | 88.46 | 83.18 | 76.08 | |
| LiSSAModel=SD 3 Medium (LoRA)2024.12 | 88.89 | 88.89 | 86.22 | 82.22 | |
| DMinModel=SD 1.4 (LoRA), Variant=w/o Comp.2024.12 | 88.72 | 83.59 | 58.36 | 39.69 | |
| DMinModel=SD 1.4 (LoRA), v=2^12, Computation=Excatly2024.12 | 86.67 | 81.54 | 57.13 | 38.36 | |
| DMinModel=SD 1.4 (LoRA), v=2^20, Computation=Excatly2024.12 | 86.67 | 81.54 | 57.13 | 38.36 | |
| DMinModel=SD 1.4 (LoRA), v=2^16, Computation=Excatly2024.12 | 86.15 | 82.31 | 57.18 | 38.13 | |
| DMinModel=SD 1.4 (LoRA), v=2^12, Search=KNN2024.12 | 86.15 | 81.28 | 54.05 | 35.85 | |
| DMinModel=SD 1.4 (LoRA), v=2^16, Search=KNN2024.12 | 86.15 | 82.31 | 57.23 | 38.08 | |
| DataInfModel=SD 3 Medium (LoRA), Variant=Identity2024.12 | 85.56 | 85.56 | 78.78 | 66.83 | |
| DataInfModel=SD 3 Medium (LoRA), Variant=Hessian Inversion2024.12 | 85.56 | 85.56 | 78.78 | 66.83 | |
| LiSSAModel=SD 1.4 (LoRA)2024.12 | 51.43 | 45.71 | 34.86 | 29.29 | |
| DataInfModel=SD 1.4 (LoRA), Variant=Identity2024.12 | 41.25 | 40.62 | 31.88 | 26.87 | |
| DataInfModel=SD 1.4 (LoRA), Variant=Hessian Inversion2024.12 | 41.25 | 40.62 | 31.88 | 26.87 | |
| SSIMModel=SD 1.4 (LoRA)2024.12 | 20 | 10 | 2.2 | 1.3 | |
| SSIMModel=SD 3 Medium (LoRA)2024.12 | 18 | 9 | 2 | 1.6 | |
| SSIMModel=SD 3 Medium (Full)2024.12 | 18 | 9.67 | 2 | 1.17 | |
| DMinModel=SD 1.4 (LoRA), Variant=w/o Comp. & Norm.2024.12 | 13.33 | 11.54 | 11.38 | 10.28 | |
| Random SelectionModel=SD 1.4 (LoRA)2024.12 | 0 | 0 | 2 | 1 | |
| CLIP SimilarityModel=SD 1.4 (LoRA)2024.12 | 0 | 0 | 0 | 0 | |
| Random SelectionModel=SD 3 Medium (LoRA)2024.12 | 0 | 0 | 2 | 1 | |
| CLIP SimilarityModel=SD 3 Medium (LoRA)2024.12 | 0 | 0 | 0 | 0 | |
| Random SelectionModel=SD 3 Medium (Full)2024.12 | 0 | 0 | 2 | 1 | |
| CLIP SimilarityModel=SD 3 Medium (Full)2024.12 | 0 | 0 | 0 | 0 |