Influential Training Sample Identification on Lego Sets (subset)
72.94Top-5 AccuracyDMin
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMinModel=SD 3 Medium (LoRA), v=2^12, Search=KNN2024.12 | 72.94 | 65.29 | 30.94 | 19.24 | |
| DMinModel=SD 3 Medium (LoRA), v=2^16, Search=KNN2024.12 | 70.59 | 63.53 | 30.35 | 18.71 | |
| DMinModel=SD 3 Medium (Full), v=2^16, Search=KNN2024.12 | 62.5 | 54.37 | 22.13 | 14.19 | |
| DMinModel=SD 3 Medium (Full), v=2^12, Search=KNN2024.12 | 61.25 | 50.62 | 20.25 | 12.88 | |
| DMinModel=SD 3 Medium (LoRA), Variant=w/o Comp.2024.12 | 61.18 | 50.59 | 23.18 | 14.88 | |
| DMinModel=SD 3 Medium (LoRA), v=2^12, Computation=Excatly2024.12 | 60 | 52.35 | 23.06 | 15.29 | |
| DMinModel=SD 3 Medium (LoRA), v=2^20, Computation=Excatly2024.12 | 60 | 52.35 | 22.94 | 15.06 | |
| DMinModel=SD 3 Medium (LoRA), v=2^16, Computation=Excatly2024.12 | 57.65 | 51.18 | 22.24 | 14.82 | |
| DMinModel=SD 3 Medium (Full), v=2^16, Computation=Excatly2024.12 | 57.65 | 47.65 | 20.47 | 12.82 | |
| DMinModel=SD 1.4 (LoRA), Variant=w/o Comp.2024.12 | 56.47 | 44.12 | 14.35 | 8.94 | |
| DMinModel=SD 1.4 (LoRA), v=2^20, Computation=Excatly2024.12 | 56.47 | 44.12 | 14.35 | 8.94 | |
| DMinModel=SD 3 Medium (Full), v=2^20, Computation=Excatly2024.12 | 56.47 | 47.65 | 20.71 | 13.06 | |
| DMinModel=SD 1.4 (LoRA), v=2^16, Computation=Excatly2024.12 | 55.29 | 43.53 | 14.47 | 8.94 | |
| DMinModel=SD 3 Medium (Full), v=2^12, Computation=Excatly2024.12 | 55.29 | 44.12 | 19.06 | 11.65 | |
| DMinModel=SD 1.4 (LoRA), v=2^16, Search=KNN2024.12 | 54.12 | 41.76 | 13.88 | 8.47 | |
| DMinModel=SD 1.4 (LoRA), v=2^12, Computation=Excatly2024.12 | 51.76 | 38.82 | 14.35 | 8.65 | |
| DMinModel=SD 1.4 (LoRA), v=2^12, Search=KNN2024.12 | 50.59 | 36.47 | 13.65 | 8.24 | |
| DMinModel=SD 3 Medium (LoRA), Variant=w/o Comp. & Norm.2024.12 | 25.88 | 17.65 | 10.24 | 7.65 | |
| DataInfModel=SD 3 Medium (LoRA), Variant=Identity2024.12 | 16.47 | 11.76 | 5.76 | 4.24 | |
| DataInfModel=SD 3 Medium (LoRA), Variant=Hessian Inversion2024.12 | 16.47 | 11.76 | 5.76 | 4.24 | |
| LiSSAModel=SD 3 Medium (LoRA)2024.12 | 11.11 | 11.11 | 12.44 | 10.44 | |
| SSIMModel=SD 1.4 (LoRA)2024.12 | 4 | 4 | 3.4 | 2.4 | |
| SSIMModel=SD 3 Medium (Full)2024.12 | 2.35 | 1.76 | 2.82 | 2.06 | |
| Random SelectionModel=SD 1.4 (LoRA)2024.12 | 0 | 0 | 0 | 0 | |
| CLIP SimilarityModel=SD 1.4 (LoRA)2024.12 | 0 | 0 | 0 | 0 | |
| LiSSAModel=SD 1.4 (LoRA)2024.12 | 0 | 0 | 0.4 | 0.8 | |
| DataInfModel=SD 1.4 (LoRA), Variant=Identity2024.12 | 0 | 0 | 0.67 | 1 | |
| DataInfModel=SD 1.4 (LoRA), Variant=Hessian Inversion2024.12 | 0 | 0 | 0.67 | 1 | |
| DMinModel=SD 1.4 (LoRA), Variant=w/o Comp. & Norm.2024.12 | 0 | 0 | 0.47 | 0.65 | |
| Random SelectionModel=SD 3 Medium (LoRA)2024.12 | 0 | 0 | 0 | 0 | |
| SSIMModel=SD 3 Medium (LoRA)2024.12 | 0 | 0 | 1.6 | 1.9 | |
| CLIP SimilarityModel=SD 3 Medium (LoRA)2024.12 | 0 | 0 | 0 | 0 | |
| Random SelectionModel=SD 3 Medium (Full)2024.12 | 0 | 0 | 0 | 0 | |
| CLIP SimilarityModel=SD 3 Medium (Full)2024.12 | 0 | 0 | 0 | 0 |