# Image Classification on ImageNet 1K (test) (Top-1 Accuracy and GAIN) Source: [Image Classification on ImageNet 1K (test) (Top-1 Accuracy and GAIN)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:49.718Z Evaluation of Image Classification performance on the test split of the ImageNet 1k dataset, reporting Top-1 Accuracy and the GAIN metric. 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 (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 Acc](): Higher is better; unit: PERCENT. - [GAIN](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | DINOv3 | 87.1 | Not recorded | 68fa7be61e209131cea8b292 | | SigLIP2 | 87 | Not recorded | 68fa7be61e209131cea8b292 | | SigLIP | 86.1 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 85.9 | Not recorded | 68fa7be61e209131cea8b292 | | AIMv2 | 85.9 | Not recorded | 68fa7be61e209131cea8b292 | | DINOv2 | 85.6 | Not recorded | 68fa7be61e209131cea8b292 | | DINOv3 | 84.4 | Not recorded | 68fa7be61e209131cea8b292 | | Franca | 84.3 | Not recorded | 68fa7be61e209131cea8b292 | | DINOv2 | 84 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 83.6 | Not recorded | 68fa7be61e209131cea8b292 | | CAPI | 83.6 | Not recorded | 68fa7be61e209131cea8b292 | | CLIP | 83.4 | Not recorded | 68fa7be61e209131cea8b292 | | BEiTv2 | 81.7 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 80.6 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 79.3 | Not recorded | 68fa7be61e209131cea8b292 | | iBOT | 79.2 | Not recorded | 68fa7be61e209131cea8b292 | | DINO | 77.8 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 76 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 75.6 | Not recorded | 68fa7be61e209131cea8b292 | | BYOL | 75.1 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 67.7 | Not recorded | 68fa7be61e209131cea8b292 | | SimMIM | 65.1 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 64.6 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 58.2 | Not recorded | 68fa7be61e209131cea8b292 | | DiT | 57 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 47.4 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 46.1 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 26.7 | Not recorded | 68fa7be61e209131cea8b292 | ### DINOv3 Top-1 Acc: 87.1. Result ID: 699ae28c5698665ec4728501. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/16","PRE-TRAINING":"LVD-1689M","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### SigLIP2 Top-1 Acc: 87. Result ID: 699ae28c5698665ec4728504. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/16","PRE-TRAINING":"WebLI","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### SigLIP Top-1 Acc: 86.1. Result ID: 699ae28c5698665ec4728503. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/16","PRE-TRAINING":"WebLI","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 85.9. Result ID: 699ae28c5698665ec47284f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"FT","# PAR.":"304M"}. This record does not assert independent reproduction. ### AIMv2 Top-1 Acc: 85.9. Result ID: 699ae28c5698665ec4728506. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"ViT-L/14","PRE-TRAINING":"custom\*","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### DINOv2 Top-1 Acc: 85.6. Result ID: 699ae28c5698665ec47284fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"ViT-L/14","PRE-TRAINING":"LVD-142M","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### DINOv3 Top-1 Acc: 84.4. Result ID: 699ae28c5698665ec4728500. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"LVD-1689M","Evaluation Protocol":"EP","# PAR.":"1.4M"}. This record does not assert independent reproduction. ### Franca Top-1 Acc: 84.3. Result ID: 699ae28c5698665ec47284ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/14","PRE-TRAINING":"IN-21k","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### DINOv2 Top-1 Acc: 84. Result ID: 699ae28c5698665ec47284fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"ViT-B/14","PRE-TRAINING":"LVD-142M","Evaluation Protocol":"EP","# PAR.":"1.4M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 83.6. Result ID: 699ae28c5698665ec47284f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"FT","# PAR.":"87M"}. This record does not assert independent reproduction. ### CAPI Top-1 Acc: 83.6. Result ID: 699ae28c5698665ec47284f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/14","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### CLIP Top-1 Acc: 83.4. Result ID: 699ae28c5698665ec4728502. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"ViT-L/14","PRE-TRAINING":"WIT","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### BEiTv2 Top-1 Acc: 81.7. Result ID: 699ae28c5698665ec47284f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"1.4M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 80.6. Result ID: 699ae28c5698665ec47284ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-S/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"FT","# PAR.":"22M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 79.3. Result ID: 699ae28c5698665ec47284f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"2.1M"}. This record does not assert independent reproduction. ### iBOT Top-1 Acc: 79.2. Result ID: 699ae28c5698665ec47284fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"1.4M"}. This record does not assert independent reproduction. ### DINO Top-1 Acc: 77.8. Result ID: 699ae28c5698665ec47284fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"1.4M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 76. Result ID: 699ae28c5698665ec47284f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"LP","# PAR.":"1.0M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 75.6. Result ID: 699ae28c5698665ec47284f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"1.4M"}. This record does not assert independent reproduction. ### BYOL Top-1 Acc: 75.1. Result ID: 699ae28c5698665ec47284fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"RN-50","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"6.3M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 67.7. Result ID: 699ae28c5698665ec47284f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"LP","# PAR.":"0.8M"}. This record does not assert independent reproduction. ### SimMIM Top-1 Acc: 65.1. Result ID: 699ae28c5698665ec47284f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"1.4M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 64.6. Result ID: 699ae28c5698665ec47284ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-S/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"0.5M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 58.2. Result ID: 699ae28c5698665ec47284f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-L/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"k-NN"}. This record does not assert independent reproduction. ### DiT Top-1 Acc: 57. Result ID: 699ae28c5698665ec4728505. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"DiT-XL/2","PRE-TRAINING":"IN-1K","Evaluation Protocol":"EP","# PAR.":"2.5M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 47.4. Result ID: 699ae28c5698665ec47284ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-S/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"LP","# PAR.":"0.4M"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 46.1. Result ID: 699ae28c5698665ec47284ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-B/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"k-NN"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 26.7. Result ID: 699ae28c5698665ec47284eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ARCH":"ViT-S/16","PRE-TRAINING":"IN-1K","Evaluation Protocol":"k-NN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.