# Image Classification on ImageNet-1k (val) (Balanced Accuracy) Source: [Image Classification on ImageNet-1k (val) (Balanced Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-07-03T08:10:12.005Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting Top-1 and Top-5 Balanced 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 | Image Classification | | Dataset (including any stated split) | ImageNet-1k (val) | | Metric | Top-1 Balanced Accuracy | | 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 - [Top-1 Balanced Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Balanced Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Balanced Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DINOv3 | 79 | Not recorded | 6a474218143ebdcacacc5ddd | | DINOv3 | 77.6 | Not recorded | 6a474218143ebdcacacc5ddd | | SlotMIM | 55.2 | Not recorded | 6a474218143ebdcacacc5ddd | | Object LeJEPA | 53.9 | Not recorded | 6a474218143ebdcacacc5ddd | | Image LeJEPA | 47.3 | Not recorded | 6a474218143ebdcacacc5ddd | | SlotMIM | 46.7 | Not recorded | 6a474218143ebdcacacc5ddd | | Image LeJEPA | 46.3 | Not recorded | 6a474218143ebdcacacc5ddd | ### DINOv3 Top-1 Balanced Accuracy: 79. Result ID: 6a476e6260b88bb33993884c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear-probe","Representation":"\[CLS\] token"}. This record does not assert independent reproduction. ### DINOv3 Top-1 Balanced Accuracy: 77.6. Result ID: 6a476e6260b88bb33993884b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear-probe","Representation":"Averaged patch tokens"}. This record does not assert independent reproduction. ### SlotMIM Top-1 Balanced Accuracy: 55.2. Result ID: 6a476e6260b88bb339938848. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear-probe","Representation":"Averaged patch tokens","Training epochs":"800"}. This record does not assert independent reproduction. ### Object LeJEPA Top-1 Balanced Accuracy: 53.9. Result ID: 6a476e6260b88bb33993884a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear-probe","Representation":"Averaged patch tokens"}. This record does not assert independent reproduction. ### Image LeJEPA Top-1 Balanced Accuracy: 47.3. Result ID: 6a476e6260b88bb339938847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear-probe","Representation":"\[CLS\] token"}. This record does not assert independent reproduction. ### SlotMIM Top-1 Balanced Accuracy: 46.7. Result ID: 6a476e6260b88bb339938849. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear-probe","Representation":"Averaged patch tokens"}. This record does not assert independent reproduction. ### Image LeJEPA Top-1 Balanced Accuracy: 46.3. Result ID: 6a476e6260b88bb339938846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear-probe","Representation":"Averaged patch tokens"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.