Image Classification on ImageNet 128x128 (test)
87.4Nette AccuracyOriginal
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OriginalMethod Category=Full Dataset2025.09 | 87.4 | 67 | 63.9 | 84.4 | 66.7 | 87.5 | — | |
| GSDDMethod Category=Primitive, Protocol=Trajectory Matching (TM)2025.09 | 74.4 | 44.5 | 48.8 | 71.2 | 52.2 | 71.7 | — | |
| DDiFMethod Category=Function, Protocol=Trajectory Matching (TM)2025.09 | 72 | 42.9 | 48.2 | 69 | 47.4 | 67 | — | |
| GSDDMatching Protocol=Distribution Matching (DM)2025.09 | 71.6 | 42.1 | 50.1 | 67.3 | 47 | 72.2 | 58.4 | |
| DDiFMatching Protocol=Distribution Matching (DM)2025.09 | 69.2 | 42 | 45.3 | — | 45.8 | 64.6 | 53.4 | |
| GSDDMatching Protocol=Gradient Matching (DC)2025.09 | 69 | 40.2 | 46.2 | 63.1 | 40.5 | 70.1 | 54.9 | |
| NSDMethod Category=Parameterized, Protocol=Trajectory Matching (TM)2025.09 | 68.6 | 35.2 | 39.8 | 61 | 45.2 | 52.9 | — | |
| SPEEDMethod Category=Parameterized, Protocol=Trajectory Matching (TM)2025.09 | 66.9 | 38 | 43.4 | 62.6 | 43.6 | 60.9 | — | |
| FreDMethod Category=Static, Protocol=Trajectory Matching (TM)2025.09 | 66.8 | 38.3 | 43.7 | 63.2 | 43.2 | 57 | — | |
| IDCMethod Category=Static, Protocol=Trajectory Matching (TM)2025.09 | 61.4 | 34.5 | 38 | 56.5 | 39.5 | 50.2 | — | |
| DDiFMatching Protocol=Gradient Matching (DC)2025.09 | 61.2 | 35.2 | 37.8 | — | 39.1 | 54.3 | 45.5 | |
| FreDMatching Protocol=Distribution Matching (DM)2025.09 | 56.2 | 31 | 33.4 | — | 33.3 | 42.7 | 39.3 | |
| HaBaMethod Category=Parameterized, Protocol=Trajectory Matching (TM)2025.09 | 51.9 | 32.4 | 34.7 | 50.4 | 36.9 | 41.9 | — | |
| TM (Vanilla)Method Category=Input sized, Protocol=Trajectory Matching (TM)2025.09 | 51.4 | 29.7 | 28.8 | 47.5 | 33.3 | 41 | — | |
| FreDMatching Protocol=Gradient Matching (DC)2025.09 | 49.1 | 26.1 | 30 | — | 28.7 | 39.7 | 34.7 | |
| IDCMatching Protocol=Distribution Matching (DM)2025.09 | 48.3 | 27 | 29.9 | — | 30.5 | 38.8 | 34.9 | |
| FRePoMethod Category=Input sized, Protocol=Trajectory Matching (TM)2025.09 | 48.1 | 29.7 | — | — | — | — | — | |
| H-GLaDMethod Category=Generative Prior, Protocol=Trajectory Matching (TM)2025.09 | 45.4 | 28.3 | 25.6 | — | 29.6 | 39.7 | — | |
| IDCMatching Protocol=Gradient Matching (DC)2025.09 | 45.4 | 25.5 | 26.8 | — | 25.3 | 34.6 | 31.5 | |
| GLaDMethod Category=Generative Prior, Protocol=Trajectory Matching (TM)2025.09 | 38.7 | 23.4 | 23.1 | — | 26 | 35.8 | — | |
| H-GLaDMatching Protocol=Gradient Matching (DC)2025.09 | 36.9 | 24 | 22.4 | — | 24.1 | 35.3 | 28.5 | |
| GLaDMatching Protocol=Gradient Matching (DC)2025.09 | 35.4 | 22.3 | 20.7 | — | 22.6 | 33.8 | 27 | |
| H-GLaDMatching Protocol=Distribution Matching (DM)2025.09 | 34.8 | 23.9 | 24.4 | — | 24.2 | 29.5 | 27.4 | |
| DC (Vanilla)Matching Protocol=Gradient Matching (DC)2025.09 | 34.2 | 22.5 | 21 | 37.1 | 22 | 32 | 28.1 | |
| GLaDMatching Protocol=Distribution Matching (DM)2025.09 | 32.2 | 21.2 | 21.8 | — | 22.3 | 27.6 | 25 | |
| DM (Vanilla)Matching Protocol=Distribution Matching (DM)2025.09 | 30.4 | 20.7 | 20.4 | 36 | 20.1 | 26.6 | 25.7 |