# Image Classification on ImageNet-1K (val) (Top-1 Accuracy and MHSA Cost) Source: [Image Classification on ImageNet-1K (val) (Top-1 Accuracy and MHSA Cost)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:00.168Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting Top-1 accuracy alongside the Multi-Head Self-Attention (MHSA) computational cost in M-FLOPs. 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 | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. - [MHSA Cost (M-FLOPs)](): Lower is better; unit: OTHER. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Sparsif-LV-S | 83.4 | Not recorded | 68fa6ee61e209131cea42bcd | | LV-VIT-S | 83.3 | Not recorded | 68fa6ee61e209131cea42bcd | | Sparsif-LV-S | 83.3 | Not recorded | 68fa6ee61e209131cea42bcd | | EVIT-LV-S | 83 | Not recorded | 68fa6ee61e209131cea42bcd | | DynViT-LV-S | 83 | Not recorded | 68fa6ee61e209131cea42bcd | | Sparsif-LV-S | 82.8 | Not recorded | 68fa6ee61e209131cea42bcd | | EVIT-LV-S | 82.5 | Not recorded | 68fa6ee61e209131cea42bcd | | DynViT-LV-S | 82 | Not recorded | 68fa6ee61e209131cea42bcd | | DeiT-S | 79.8 | Not recorded | 68fa6ee61e209131cea42bcd | | EVIT | 79.5 | Not recorded | 68fa6ee61e209131cea42bcd | | Sparsif-EVIT | 79.5 | Not recorded | 68fa6ee61e209131cea42bcd | | DynamicViT | 79.3 | Not recorded | 68fa6ee61e209131cea42bcd | | Sparsifiner | 79.3 | Not recorded | 68fa6ee61e209131cea42bcd | | Sparsif-EVIT | 78.7 | Not recorded | 68fa6ee61e209131cea42bcd | | EVIT | 78.5 | Not recorded | 68fa6ee61e209131cea42bcd | | Sparsifiner | 78.4 | Not recorded | 68fa6ee61e209131cea42bcd | | DynamicViT | 77.3 | Not recorded | 68fa6ee61e209131cea42bcd | ### Sparsif-LV-S Top-1 Accuracy: 83.4. Result ID: 69907fe43a6c31484901018c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":1,"Att. keep rate":0.5,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### LV-VIT-S Top-1 Accuracy: 83.3. Result ID: 69907fe43a6c314849010187. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tok. keep rate":1,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### Sparsif-LV-S Top-1 Accuracy: 83.3. Result ID: 69907fe43a6c31484901018d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":1,"Att. keep rate":0.25,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### EVIT-LV-S Top-1 Accuracy: 83. Result ID: 69907fe43a6c314849010188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.7,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### DynViT-LV-S Top-1 Accuracy: 83. Result ID: 69907fe43a6c31484901018a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.7,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### Sparsif-LV-S Top-1 Accuracy: 82.8. Result ID: 69907fe43a6c31484901018e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":1,"Att. keep rate":0.1,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### EVIT-LV-S Top-1 Accuracy: 82.5. Result ID: 69907fe43a6c314849010189. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.5,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### DynViT-LV-S Top-1 Accuracy: 82. Result ID: 69907fe43a6c31484901018b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.5,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"LV-ViT-S"}. This record does not assert independent reproduction. ### DeiT-S Top-1 Accuracy: 79.8. Result ID: 69907fe43a6c31484901017e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tok. keep rate":1,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### EVIT Top-1 Accuracy: 79.5. Result ID: 69907fe43a6c31484901017f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.7,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Sparsif-EVIT Top-1 Accuracy: 79.5. Result ID: 69907fe43a6c314849010181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.7,"Att. keep rate":0.25,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### DynamicViT Top-1 Accuracy: 79.3. Result ID: 69907fe43a6c314849010180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.7,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Sparsifiner Top-1 Accuracy: 79.3. Result ID: 69907fe43a6c314849010182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.7,"Att. keep rate":0.25,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Sparsif-EVIT Top-1 Accuracy: 78.7. Result ID: 69907fe43a6c314849010185. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.5,"Att. keep rate":0.25,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### EVIT Top-1 Accuracy: 78.5. Result ID: 69907fe43a6c314849010183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.5,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Sparsifiner Top-1 Accuracy: 78.4. Result ID: 69907fe43a6c314849010186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.5,"Att. keep rate":0.25,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### DynamicViT Top-1 Accuracy: 77.3. Result ID: 69907fe43a6c314849010184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tok. keep rate":0.5,"Att. keep rate":1,"Input resolution":"224 x 224","Backbone":"DeiT-S"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.