# Image Classification on ImageNet-1K (ImageNet-21K Pre-training) (test) Source: [Image Classification on ImageNet-1K (ImageNet-21K Pre-training) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:38.108Z Evaluation of Image Classification performance on the ImageNet-1K test set, specifically for models that utilized ImageNet-21K for pre-training. 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 fine-tuning after ImageNet-21K pre-training (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | CSWin-L | 87.5 | Not recorded | 68fa6b991e209131cea2f30f | | Swin-L | 87.3 | Not recorded | 68fa6b991e209131cea2f30f | | CSWin-B | 87 | Not recorded | 68fa6b991e209131cea2f30f | | CSWin-L | 86.5 | Not recorded | 68fa6b991e209131cea2f30f | | Swin-B | 86.4 | Not recorded | 68fa6b991e209131cea2f30f | | Swin-L | 86.3 | Not recorded | 68fa6b991e209131cea2f30f | | CSWin-B | 85.9 | Not recorded | 68fa6b991e209131cea2f30f | | R-152x4 | 85.4 | Not recorded | 68fa6b991e209131cea2f30f | | ViT-L/16 | 85.2 | Not recorded | 68fa6b991e209131cea2f30f | | Swin-B | 85.2 | Not recorded | 68fa6b991e209131cea2f30f | | R-101x3 | 84.4 | Not recorded | 68fa6b991e209131cea2f30f | | ViT-B/16 | 84 | Not recorded | 68fa6b991e209131cea2f30f | ### CSWin-L Top-1 Acc: 87.5. Result ID: 698e98a5ffc3901de09efb3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"173M","Size":"384x384","FLOPs":"96.8G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### Swin-L Top-1 Acc: 87.3. Result ID: 698e98a5ffc3901de09efb37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"197M","Size":"384x384","FLOPs":"103.9G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### CSWin-B Top-1 Acc: 87. Result ID: 698e98a5ffc3901de09efb39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"78M","Size":"384x384","FLOPs":"47.0G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### CSWin-L Top-1 Acc: 86.5. Result ID: 698e98a5ffc3901de09efb3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"173M","Size":"224x224","FLOPs":"31.5G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### Swin-B Top-1 Acc: 86.4. Result ID: 698e98a5ffc3901de09efb35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"88M","Size":"384x384","FLOPs":"47.1G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### Swin-L Top-1 Acc: 86.3. Result ID: 698e98a5ffc3901de09efb36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"197M","Size":"224x224","FLOPs":"34.5G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### CSWin-B Top-1 Acc: 85.9. Result ID: 698e98a5ffc3901de09efb38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"78M","Size":"224x224","FLOPs":"15.0G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### R-152x4 Top-1 Acc: 85.4. Result ID: 698e98a5ffc3901de09efb31. [Reporting paper]() Recorded evaluation configuration: {"Param":"937M","Size":"480x480","FLOPs":"840.5G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### ViT-L/16 Top-1 Acc: 85.2. Result ID: 698e98a5ffc3901de09efb33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"307M","Size":"384x384","FLOPs":"190.7G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### Swin-B Top-1 Acc: 85.2. Result ID: 698e98a5ffc3901de09efb34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"88M","Size":"224x224","FLOPs":"15.4G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### R-101x3 Top-1 Acc: 84.4. Result ID: 698e98a5ffc3901de09efb30. [Reporting paper]() Recorded evaluation configuration: {"Param":"388M","Size":"384x384","FLOPs":"204.6G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. ### ViT-B/16 Top-1 Acc: 84. Result ID: 698e98a5ffc3901de09efb32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"86M","Size":"384x384","FLOPs":"55.4G","Pre-training":"ImageNet-21K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.