# Image Classification on ImageNet 1k (real) Source: [Image Classification on ImageNet 1k (real)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:05.767Z Evaluation of Image Classification performance on the specific 'real' variant subset of the ImageNet 1k dataset, reporting Top-1 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 (real) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Ours (DINOv2) | 88.6 | Not recorded | 68fa75de1e209131cea6a564 | | ResNet-50 (A1) | 85.7 | Not recorded | 68fa6af31e209131cea2b507 | | ResNet-50 (A2) | 85.4 | Not recorded | 68fa6af31e209131cea2b507 | | ResNet-50 (A3) | 84.5 | Not recorded | 68fa6af31e209131cea2b507 | | I-JEPA | 83.8 | Not recorded | 68fa75de1e209131cea6a564 | | MAE | 83.7 | Not recorded | 68fa75de1e209131cea6a564 | | I-JEPA | 78.6 | Not recorded | 68fa75de1e209131cea6a564 | | BEIT | 78.3 | Not recorded | 68fa75de1e209131cea6a564 | | AIM | 64.4 | Not recorded | 68fa75de1e209131cea6a564 | ### Ours (DINOv2) Top-1 Accuracy: 88.6. Result ID: 6993e9a13a6c3148491969cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data":"INet-22k","Arch.":"L/14"}. This record does not assert independent reproduction. ### ResNet-50 (A1) Top-1 Accuracy: 85.7. Result ID: 698e45e2ffc3901de09c37fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Procedure":"A1","Number of epochs":"600","Training resolution":"224 x 224","Training time":"110h","Peak memory by GPU (MB)":"22,095","Numbers of GPU":"4"}. This record does not assert independent reproduction. ### ResNet-50 (A2) Top-1 Accuracy: 85.4. Result ID: 698e45e2ffc3901de09c37fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Procedure":"A2","Number of epochs":"300","Training resolution":"224 x 224","Training time":"55h","Peak memory by GPU (MB)":"22,095","Numbers of GPU":"4"}. This record does not assert independent reproduction. ### ResNet-50 (A3) Top-1 Accuracy: 84.5. Result ID: 698e45e2ffc3901de09c37fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Procedure":"A3","Number of epochs":"100","Training resolution":"160 x 160","Training time":"15h","Peak memory by GPU (MB)":"11,390","Numbers of GPU":"4"}. This record does not assert independent reproduction. ### I-JEPA Top-1 Accuracy: 83.8. Result ID: 6993e9a13a6c3148491969ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data":"INet-1k","Arch.":"H/14"}. This record does not assert independent reproduction. ### MAE Top-1 Accuracy: 83.7. Result ID: 6993e9a13a6c3148491969c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data":"INet-1k","Arch.":"H/14"}. This record does not assert independent reproduction. ### I-JEPA Top-1 Accuracy: 78.6. Result ID: 6993e9a13a6c3148491969cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data":"INet-22k","Arch.":"g/16"}. This record does not assert independent reproduction. ### BEIT Top-1 Accuracy: 78.3. Result ID: 6993e9a13a6c3148491969c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data":"INet-1k","Arch.":"L/16"}. This record does not assert independent reproduction. ### AIM Top-1 Accuracy: 64.4. Result ID: 6993e9a13a6c3148491969c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data":"DFN-2B+","Arch.":"H/14"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.