# Image Classification on ImageNet (val) (Top-1 Accuracy and GFLOPS) Source: [Image Classification on ImageNet (val) (Top-1 Accuracy and GFLOPS)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:44.111Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 accuracy alongside computational efficiency measured in GFLOPS. 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 (val) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [GFLOPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | SWAG | 85.3 | Not recorded | 68fa72d61e209131cea58d30 | | Zero-TPrune | 85.17 | Not recorded | 68fa72d61e209131cea58d30 | | ToMe | 85.09 | Not recorded | 68fa72d61e209131cea58d30 | | ATS | 84.21 | Not recorded | 68fa72d61e209131cea58d30 | | MAE | 83.62 | Not recorded | 68fa72d61e209131cea58d30 | | LV-ViT-S | 83.3 | Not recorded | 68fa72d61e209131cea58d30 | | Zero-TPrune | 82.93 | Not recorded | 68fa72d61e209131cea58d30 | | ToMe | 82.69 | Not recorded | 68fa72d61e209131cea58d30 | | ATS | 82.07 | Not recorded | 68fa72d61e209131cea58d30 | | Zero-TPrune | 81.5 | Not recorded | 68fa72d61e209131cea58d30 | | AugReg | 81.41 | Not recorded | 68fa72d61e209131cea58d30 | | ATS | 80.4 | Not recorded | 68fa72d61e209131cea58d30 | | Zero-TPrune | 80.22 | Not recorded | 68fa72d61e209131cea58d30 | | ToMe | 79.8 | Not recorded | 68fa72d61e209131cea58d30 | | ToMe | 79.3 | Not recorded | 68fa72d61e209131cea58d30 | | ATS | 79.21 | Not recorded | 68fa72d61e209131cea58d30 | ### SWAG Top-1 Acc: 85.3. Result ID: 699280993a6c3148490f65d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SWAG","Fine-tuning":"None","Resolution":"384px"}. This record does not assert independent reproduction. ### Zero-TPrune Top-1 Acc: 85.17. Result ID: 699280993a6c3148490f65d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SWAG","Fine-tuning":"None","Resolution":"384px"}. This record does not assert independent reproduction. ### ToMe Top-1 Acc: 85.09. Result ID: 699280993a6c3148490f65d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SWAG","Fine-tuning":"None","Resolution":"384px"}. This record does not assert independent reproduction. ### ATS Top-1 Acc: 84.21. Result ID: 699280993a6c3148490f65d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SWAG","Fine-tuning":"None","Resolution":"384px"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 83.62. Result ID: 699280993a6c3148490f65cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MAE","Fine-tuning":"None"}. This record does not assert independent reproduction. ### LV-ViT-S Top-1 Acc: 83.3. Result ID: 699280993a6c3148490f65c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LV-ViT-S","Fine-tuning":"None"}. This record does not assert independent reproduction. ### Zero-TPrune Top-1 Acc: 82.93. Result ID: 699280993a6c3148490f65d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MAE","Fine-tuning":"None"}. This record does not assert independent reproduction. ### ToMe Top-1 Acc: 82.69. Result ID: 699280993a6c3148490f65cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MAE","Fine-tuning":"None"}. This record does not assert independent reproduction. ### ATS Top-1 Acc: 82.07. Result ID: 699280993a6c3148490f65ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MAE","Fine-tuning":"None"}. This record does not assert independent reproduction. ### Zero-TPrune Top-1 Acc: 81.5. Result ID: 699280993a6c3148490f65cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LV-ViT-S","Fine-tuning":"None"}. This record does not assert independent reproduction. ### AugReg Top-1 Acc: 81.41. Result ID: 699280993a6c3148490f65c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AugReg","Fine-tuning":"None"}. This record does not assert independent reproduction. ### ATS Top-1 Acc: 80.4. Result ID: 699280993a6c3148490f65ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LV-ViT-S","Fine-tuning":"None"}. This record does not assert independent reproduction. ### Zero-TPrune Top-1 Acc: 80.22. Result ID: 699280993a6c3148490f65c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AugReg","Fine-tuning":"None"}. This record does not assert independent reproduction. ### ToMe Top-1 Acc: 79.8. Result ID: 699280993a6c3148490f65cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LV-ViT-S","Fine-tuning":"None"}. This record does not assert independent reproduction. ### ToMe Top-1 Acc: 79.3. Result ID: 699280993a6c3148490f65c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AugReg","Fine-tuning":"None"}. This record does not assert independent reproduction. ### ATS Top-1 Acc: 79.21. Result ID: 699280993a6c3148490f65c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AugReg","Fine-tuning":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.