# Image Recognition on ImageNet-1K 2009 (val) Source: [Image Recognition on ImageNet-1K 2009 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:58.919Z Evaluation of Image Recognition performance on the validation split of ImageNet-1K 2009, reporting Top-1 and Top-5 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 Recognition | | Dataset (including any stated split) | ImageNet-1K 2009 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Flowformer | 80.6 | Not recorded | 68fa6cbf1e209131cea35c2d | | DeiT+Flowformer | 80 | Not recorded | 68fa6cbf1e209131cea35c2d | | DeiT-S | 79.8 | Not recorded | 68fa6cbf1e209131cea35c2d | | Reformer | 79.6 | Not recorded | 68fa6cbf1e209131cea35c2d | | SOFT | 79.2 | Not recorded | 68fa6cbf1e209131cea35c2d | | Linear Trans. | 79 | Not recorded | 68fa6cbf1e209131cea35c2d | | YOSO-E | 79 | Not recorded | 68fa6cbf1e209131cea35c2d | | Full Attn. | 78.7 | Not recorded | 68fa6cbf1e209131cea35c2d | | Performer | 78.1 | Not recorded | 68fa6cbf1e209131cea35c2d | | ViT-Base | 77.9 | Not recorded | 68fa6cbf1e209131cea35c2d | | Longformer | 77.6 | Not recorded | 68fa6cbf1e209131cea35c2d | | Nyströmformer | 77.2 | Not recorded | 68fa6cbf1e209131cea35c2d | | ViT-Large | 76.5 | Not recorded | 68fa6cbf1e209131cea35c2d | | cosFormer | 68.3 | Not recorded | 68fa6cbf1e209131cea35c2d | ### Flowformer Top-1 Accuracy: 80.6. Result ID: 698f3a813a6c314849f73873. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":41,"FLOPs (G)":6.3}. This record does not assert independent reproduction. ### DeiT+Flowformer Top-1 Accuracy: 80. Result ID: 698f3a813a6c314849f73875. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":22,"FLOPs (G)":4.2}. This record does not assert independent reproduction. ### DeiT-S Top-1 Accuracy: 79.8. Result ID: 698f3a813a6c314849f73874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(n²d)","Params (MB)":22,"FLOPs (G)":4.6}. This record does not assert independent reproduction. ### Reformer Top-1 Accuracy: 79.6. Result ID: 698f3a813a6c314849f7386c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O((n log n)d)","Params (MB)":37,"FLOPs (G)":6}. This record does not assert independent reproduction. ### SOFT Top-1 Accuracy: 79.2. Result ID: 698f3a813a6c314849f73871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":37,"FLOPs (G)":5.8}. This record does not assert independent reproduction. ### Linear Trans. Top-1 Accuracy: 79. Result ID: 698f3a813a6c314849f7386b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":41,"FLOPs (G)":6.3}. This record does not assert independent reproduction. ### YOSO-E Top-1 Accuracy: 79. Result ID: 698f3a813a6c314849f73870. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":41,"FLOPs (G)":5.8}. This record does not assert independent reproduction. ### Full Attn. Top-1 Accuracy: 78.7. Result ID: 698f3a813a6c314849f7386a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(n²d)","Params (MB)":41,"FLOPs (G)":6.7}. This record does not assert independent reproduction. ### Performer Top-1 Accuracy: 78.1. Result ID: 698f3a813a6c314849f7386e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":41,"FLOPs (G)":6.3}. This record does not assert independent reproduction. ### ViT-Base Top-1 Accuracy: 77.9. Result ID: 698f3a813a6c314849f73868. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(n²d)","Params (MB)":86,"FLOPs (G)":55.4}. This record does not assert independent reproduction. ### Longformer Top-1 Accuracy: 77.6. Result ID: 698f3a813a6c314849f7386d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":38,"FLOPs (G)":6.3}. This record does not assert independent reproduction. ### Nyströmformer Top-1 Accuracy: 77.2. Result ID: 698f3a813a6c314849f7386f. [Reporting paper]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":41,"FLOPs (G)":6.3}. This record does not assert independent reproduction. ### ViT-Large Top-1 Accuracy: 76.5. Result ID: 698f3a813a6c314849f73869. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(n²d)","Params (MB)":307,"FLOPs (G)":190.7}. This record does not assert independent reproduction. ### cosFormer Top-1 Accuracy: 68.3. Result ID: 698f3a813a6c314849f73872. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Complexity":"O(nd²)","Params (MB)":41,"FLOPs (G)":6.3}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.