# Image Classification on ImageNet (train val) Source: [Image Classification on ImageNet (train val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:13.815Z Evaluation of Image Classification performance on the combined training and validation splits of the standard ImageNet dataset. 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 (train val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | CoKe | 76.4 | Not recorded | 68fa6c1d1e209131cea32507 | | NNCLR | 75.6 | Not recorded | 68fa6c1d1e209131cea32507 | | NNCLR | 75.4 | Not recorded | 68fa6c1d1e209131cea32507 | | SwAV | 75.3 | Not recorded | 68fa6c1d1e209131cea32507 | | DINO | 75.3 | Not recorded | 68fa6c1d1e209131cea32507 | | DeepCluster-v2 | 75.2 | Not recorded | 68fa6c1d1e209131cea32507 | | CoKe | 74.9 | Not recorded | 68fa6c1d1e209131cea32507 | | BYOL | 74.3 | Not recorded | 68fa6c1d1e209131cea32507 | | MoCo-v3 | 73.8 | Not recorded | 68fa6c1d1e209131cea32507 | | Barlow Twins | 73.2 | Not recorded | 68fa6c1d1e209131cea32507 | | NNCLR | 72.9 | Not recorded | 68fa6c1d1e209131cea32507 | | CoKe | 72.5 | Not recorded | 68fa6c1d1e209131cea32507 | | MoCo-v2+ | 72.2 | Not recorded | 68fa6c1d1e209131cea32507 | | SwAV | 71.8 | Not recorded | 68fa6c1d1e209131cea32507 | | SimSiam | 71.3 | Not recorded | 68fa6c1d1e209131cea32507 | ### CoKe Accuracy: 76.4. Result ID: 698ede13ffc3901de0a270a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":8,"Batch size":1024,"Dimensionality":128,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### NNCLR Accuracy: 75.6. Result ID: 698ede13ffc3901de0a270a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of views":8,"Batch size":4096,"Dimensionality":256,"Momentum encoder":true,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### NNCLR Accuracy: 75.4. Result ID: 698ede13ffc3901de0a2709c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of views":2,"Batch size":4096,"Dimensionality":256,"Momentum encoder":true,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### SwAV Accuracy: 75.3. Result ID: 698ede13ffc3901de0a2709e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":8,"Batch size":4096,"Dimensionality":128,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### DINO Accuracy: 75.3. Result ID: 698ede13ffc3901de0a2709f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":8,"Batch size":4096,"Dimensionality":256,"Momentum encoder":true,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### DeepCluster-v2 Accuracy: 75.2. Result ID: 698ede13ffc3901de0a2709d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":8,"Batch size":4096,"Dimensionality":128,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### CoKe Accuracy: 74.9. Result ID: 698ede13ffc3901de0a270a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":2,"Batch size":1024,"Dimensionality":128,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### BYOL Accuracy: 74.3. Result ID: 698ede13ffc3901de0a2709a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":2,"Batch size":4096,"Dimensionality":256,"Momentum encoder":true,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### MoCo-v3 Accuracy: 73.8. Result ID: 698ede13ffc3901de0a27099. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":2,"Batch size":4096,"Dimensionality":256,"Momentum encoder":true,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### Barlow Twins Accuracy: 73.2. Result ID: 698ede13ffc3901de0a27098. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":2,"Batch size":2048,"Dimensionality":8192,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### NNCLR Accuracy: 72.9. Result ID: 698ede13ffc3901de0a2709b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of views":2,"Batch size":1024,"Dimensionality":256,"Momentum encoder":true,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### CoKe Accuracy: 72.5. Result ID: 698ede13ffc3901de0a270a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":1,"Batch size":1024,"Dimensionality":128,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### MoCo-v2+ Accuracy: 72.2. Result ID: 698ede13ffc3901de0a27097. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of views":2,"Batch size":256,"Dimensionality":128,"Momentum encoder":true,"Memory bank":true,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### SwAV Accuracy: 71.8. Result ID: 698ede13ffc3901de0a27096. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of views":2,"Batch size":4096,"Dimensionality":128,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. ### SimSiam Accuracy: 71.3. Result ID: 698ede13ffc3901de0a27095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of views":2,"Batch size":256,"Dimensionality":2048,"Momentum encoder":false,"Memory bank":false,"Backbone":"ResNet-50","Protocol":"Linear classification"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.