# Image Classification on ImageNet 1K (val) (FT, Linear, and Attentive Probing Accuracy) Source: [Image Classification on ImageNet 1K (val) (FT, Linear, and Attentive Probing Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:01.958Z Evaluation of Image Classification performance on the validation split of ImageNet 1K, reporting Top-1 accuracy derived from Fine-tuning (FT), Linear Probing (LIN), and Attentive Probing (ATT) methods. 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 | FT Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 21 of 21 | | 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 - [FT Top-1 Acc](): Higher is better; unit: PERCENT. - [LIN Top-1 Acc](): Higher is better; unit: PERCENT. - [ATT Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | FT Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | CAE\* | 86.3 | Not recorded | 68fa70491e209131cea4a32c | | CAE | 86.3 | Not recorded | 68fa70491e209131cea4a32c | | MAE | 86 | Not recorded | 68fa70491e209131cea4a32c | | BEIT | 85.2 | Not recorded | 68fa70491e209131cea4a32c | | MoCo v3 | 84.1 | Not recorded | 68fa70491e209131cea4a32c | | CAE\* | 83.9 | Not recorded | 68fa70491e209131cea4a32c | | CAE | 83.9 | Not recorded | 68fa70491e209131cea4a32c | | SimMIM | 83.8 | Not recorded | 68fa70491e209131cea4a32c | | iBOT | 83.8 | Not recorded | 68fa70491e209131cea4a32c | | CAE\* | 83.8 | Not recorded | 68fa70491e209131cea4a32c | | MAE | 83.6 | Not recorded | 68fa70491e209131cea4a32c | | CAE\* | 83.6 | Not recorded | 68fa70491e209131cea4a32c | | DINO | 83.3 | Not recorded | 68fa70491e209131cea4a32c | | MoCo v3 | 83 | Not recorded | 68fa70491e209131cea4a32c | | BEIT | 83 | Not recorded | 68fa70491e209131cea4a32c | | MAE | 82.9 | Not recorded | 68fa70491e209131cea4a32c | | CAE\* | 82 | Not recorded | 68fa70491e209131cea4a32c | | MoCo v3 | 81.7 | Not recorded | 68fa70491e209131cea4a32c | | BEIT | 81.7 | Not recorded | 68fa70491e209131cea4a32c | ### CAE\* FT Top-1 Acc: 86.3. Result ID: 699111b23a6c3148490572f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","#Epochs":"1600","#Crops":"1","Tokenizer":"DALL-E"}. This record does not assert independent reproduction. ### CAE FT Top-1 Acc: 86.3. Result ID: 699111b23a6c3148490572f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","#Epochs":"1600","#Crops":"1","Tokenizer":"d-VAE"}. This record does not assert independent reproduction. ### MAE FT Top-1 Acc: 86. Result ID: 699111b23a6c3148490572f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","#Epochs":"1600","#Crops":"1"}. This record does not assert independent reproduction. ### BEIT FT Top-1 Acc: 85.2. Result ID: 699111b23a6c3148490572f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","#Epochs":"1600","#Crops":"1"}. This record does not assert independent reproduction. ### MoCo v3 FT Top-1 Acc: 84.1. Result ID: 699111b23a6c3148490572ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","#Epochs":"600+","#Crops":"2"}. This record does not assert independent reproduction. ### CAE\* FT Top-1 Acc: 83.9. Result ID: 699111b23a6c3148490572ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"1600","#Crops":"1","Tokenizer":"DALL-E"}. This record does not assert independent reproduction. ### CAE FT Top-1 Acc: 83.9. Result ID: 699111b23a6c3148490572ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"1600","#Crops":"1","Tokenizer":"d-VAE"}. This record does not assert independent reproduction. ### SimMIM FT Top-1 Acc: 83.8. Result ID: 699111b23a6c3148490572e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"800","#Crops":"1"}. This record does not assert independent reproduction. ### iBOT FT Top-1 Acc: 83.8. Result ID: 699111b23a6c3148490572ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"1600+","#Crops":"12"}. This record does not assert independent reproduction. ### CAE\* FT Top-1 Acc: 83.8. Result ID: 699111b23a6c3148490572ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"800","#Crops":"1","Tokenizer":"DALL-E"}. This record does not assert independent reproduction. ### MAE FT Top-1 Acc: 83.6. Result ID: 699111b23a6c3148490572e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"1600","#Crops":"1"}. This record does not assert independent reproduction. ### CAE\* FT Top-1 Acc: 83.6. Result ID: 699111b23a6c3148490572eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"300","#Crops":"1","Tokenizer":"DALL-E"}. This record does not assert independent reproduction. ### DINO FT Top-1 Acc: 83.3. Result ID: 699111b23a6c3148490572e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"1600+","#Crops":"12"}. This record does not assert independent reproduction. ### MoCo v3 FT Top-1 Acc: 83. Result ID: 699111b23a6c3148490572e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"600+","#Crops":"2"}. This record does not assert independent reproduction. ### BEIT FT Top-1 Acc: 83. Result ID: 699111b23a6c3148490572e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"300","#Crops":"1"}. This record does not assert independent reproduction. ### MAE FT Top-1 Acc: 82.9. Result ID: 699111b23a6c3148490572e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","#Epochs":"300","#Crops":"1"}. This record does not assert independent reproduction. ### CAE\* FT Top-1 Acc: 82. Result ID: 699111b23a6c3148490572e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S","#Epochs":"300","#Crops":"1","Tokenizer":"DALL-E"}. This record does not assert independent reproduction. ### MoCo v3 FT Top-1 Acc: 81.7. Result ID: 699111b23a6c3148490572e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S","#Epochs":"600+","#Crops":"2"}. This record does not assert independent reproduction. ### BEIT FT Top-1 Acc: 81.7. Result ID: 699111b23a6c3148490572e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S","#Epochs":"300","#Crops":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.