# Dataset Distillation on ImageNet 100 IPC=1 (train val) Source: [Dataset Distillation on ImageNet 100 IPC=1 (train val)]() Collection index: [llms.txt]() Data updated: 2026-05-11T08:33:33.603Z Evaluation of Dataset Distillation performance on a specific subset of ImageNet defined by 100 Images Per Class (IPC=1) across the training and validation splits, evaluated using feature similarity metrics like DINOv2 and CLIP. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Dataset Distillation | | Dataset (including any stated split) | ImageNet 100 IPC=1 (train val) | | Metric | DINOv2 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [DINOv2 Score](): Higher is better; unit: PERCENT. - [MoCo-v3 Score](): Higher is better; unit: PERCENT. - [CLIP Score](): Higher is better; unit: PERCENT. - [EVA-02 Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | DINOv2 Score | Result date | Report paper | | --- | --- | --- | --- | | Full dataset | 95.1 | Not recorded | 6a01625adbc836b87d822ed0 | | LGM | 91.4 | Not recorded | 6a01625adbc836b87d822ed0 | | CLP-DD | 89.2 | Not recorded | 6a01625adbc836b87d822ed0 | | Centroid | 86.9 | Not recorded | 6a01625adbc836b87d822ed0 | | Neighbor | 86 | Not recorded | 6a01625adbc836b87d822ed0 | | LGM | 82.6 | Not recorded | 6a01625adbc836b87d822ed0 | | Random | 74.8 | Not recorded | 6a01625adbc836b87d822ed0 | ### Full dataset DINOv2 Score: 95.1. Result ID: 6a01944647f34ce924e36d0f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGM DINOv2 Score: 91.4. Result ID: 6a01944647f34ce924e36d0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"1","DSA":"true"}. This record does not assert independent reproduction. ### CLP-DD DINOv2 Score: 89.2. Result ID: 6a01944647f34ce924e36d0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"1","DSA":"false"}. This record does not assert independent reproduction. ### Centroid DINOv2 Score: 86.9. Result ID: 6a01944647f34ce924e36d0a. [Reporting paper]() Recorded evaluation configuration: {"IPC":"1"}. This record does not assert independent reproduction. ### Neighbor DINOv2 Score: 86. Result ID: 6a01944647f34ce924e36d09. [Reporting paper]() Recorded evaluation configuration: {"IPC":"1"}. This record does not assert independent reproduction. ### LGM DINOv2 Score: 82.6. Result ID: 6a01944647f34ce924e36d0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"1","DSA":"false"}. This record does not assert independent reproduction. ### Random DINOv2 Score: 74.8. Result ID: 6a01944647f34ce924e36d0b. [Reporting paper]() Recorded evaluation configuration: {"IPC":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.