# Image Classification on ImageNet 300 Epochs (val) Source: [Image Classification on ImageNet 300 Epochs (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:42.544Z Evaluation of Image Classification performance on the validation split of ImageNet, specifically reporting results obtained after training for 300 epochs. 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 300 Epochs (val) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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. - [Top-5 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Umbral | 73.14 | Not recorded | 68fa71551e209131cea50940 | | Penumbral | 72.67 | Not recorded | 68fa71551e209131cea50940 | | Model Default | 72.05 | Not recorded | 68fa71551e209131cea50940 | | Dot Product | 72.05 | Not recorded | 68fa71551e209131cea50940 | | Laplacian Kernel | 71.25 | Not recorded | 68fa71551e209131cea50940 | | dH Hn xi | 49.19 | Not recorded | 68fa71551e209131cea50940 | | dH Hyperboloid | 0.1 | Not recorded | 68fa71551e209131cea50940 | ### Umbral Top-1 Acc: 73.14. Result ID: 6991a86e3a6c31484909b559. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti","Training Epochs":300}. This record does not assert independent reproduction. ### Penumbral Top-1 Acc: 72.67. Result ID: 6991a86e3a6c31484909b558. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti","Training Epochs":300}. This record does not assert independent reproduction. ### Model Default Top-1 Acc: 72.05. Result ID: 6991a86e3a6c31484909b556. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti","Training Epochs":300}. This record does not assert independent reproduction. ### Dot Product Top-1 Acc: 72.05. Result ID: 6991a86e3a6c31484909b557. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti","Training Epochs":300}. This record does not assert independent reproduction. ### Laplacian Kernel Top-1 Acc: 71.25. Result ID: 6991a86e3a6c31484909b55c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti","Training Epochs":300}. This record does not assert independent reproduction. ### dH Hn xi Top-1 Acc: 49.19. Result ID: 6991a86e3a6c31484909b55a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti","Training Epochs":300}. This record does not assert independent reproduction. ### dH Hyperboloid Top-1 Acc: 0.1. Result ID: 6991a86e3a6c31484909b55b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti","Training Epochs":300}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.