# Dataset Distillation on ImageWoof (val) Source: [Dataset Distillation on ImageWoof (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:36.318Z Evaluation of Dataset Distillation performance on the validation split of the ImageWoof dataset, typically measured using accuracy. 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) | ImageWoof (val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DGS | 54.3 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Minimax | 53.9 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | D4M | 51.7 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DiT | 50.1 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Herding | 48.3 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | IDC-1 | 48.3 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Random | 47.9 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DM | 46.2 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DGS | 42.4 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Minimax | 40.9 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DiT | 40.5 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | D4M | 40.1 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | K-Center | 39.6 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | IDC-1 | 38.6 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | IDC-1 | 36.9 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DGS | 36 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Minimax | 35.3 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DiT | 34.7 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DM | 33.4 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | D4M | 33.2 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Herding | 32.2 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Herding | 30.2 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | DM | 29.8 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Random | 29.7 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | Random | 27.7 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | K-Center | 23.6 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | | K-Center | 21.1 | Not recorded | 6969c5e4e25ad2fa9d1ec70e | ### DGS Accuracy: 54.3. Result ID: 6997ba405698665ec410c3f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Minimax Accuracy: 53.9. Result ID: 6997ba405698665ec410c3f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### D4M Accuracy: 51.7. Result ID: 6997ba405698665ec410c3eb. [Reporting paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DiT Accuracy: 50.1. Result ID: 6997ba405698665ec410c3ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Herding Accuracy: 48.3. Result ID: 6997ba405698665ec410c3e2. [Reporting paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### IDC-1 Accuracy: 48.3. Result ID: 6997ba405698665ec410c3e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Random Accuracy: 47.9. Result ID: 6997ba405698665ec410c3dc. [Reporting paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DM Accuracy: 46.2. Result ID: 6997ba405698665ec410c3e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DGS Accuracy: 42.4. Result ID: 6997ba405698665ec410c3f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Minimax Accuracy: 40.9. Result ID: 6997ba405698665ec410c3f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DiT Accuracy: 40.5. Result ID: 6997ba405698665ec410c3ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### D4M Accuracy: 40.1. Result ID: 6997ba405698665ec410c3ea. [Reporting paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### K-Center Accuracy: 39.6. Result ID: 6997ba405698665ec410c3df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"50","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### IDC-1 Accuracy: 38.6. Result ID: 6997ba405698665ec410c3e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### IDC-1 Accuracy: 36.9. Result ID: 6997ba405698665ec410c3e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DGS Accuracy: 36. Result ID: 6997ba405698665ec410c3f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Minimax Accuracy: 35.3. Result ID: 6997ba405698665ec410c3ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DiT Accuracy: 34.7. Result ID: 6997ba405698665ec410c3ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DM Accuracy: 33.4. Result ID: 6997ba405698665ec410c3e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### D4M Accuracy: 33.2. Result ID: 6997ba405698665ec410c3e9. [Reporting paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Herding Accuracy: 32.2. Result ID: 6997ba405698665ec410c3e1. [Reporting paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Herding Accuracy: 30.2. Result ID: 6997ba405698665ec410c3e0. [Reporting paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DM Accuracy: 29.8. Result ID: 6997ba405698665ec410c3e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Random Accuracy: 29.7. Result ID: 6997ba405698665ec410c3db. [Reporting paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Random Accuracy: 27.7. Result ID: 6997ba405698665ec410c3da. [Reporting paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### K-Center Accuracy: 23.6. Result ID: 6997ba405698665ec410c3de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"20","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### K-Center Accuracy: 21.1. Result ID: 6997ba405698665ec410c3dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"10","Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.