# Image Classification on ImageNet-1K (val) (Top-1, Top-5, Delta dense) Source: [Image Classification on ImageNet-1K (val) (Top-1, Top-5, Delta dense)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:21:35.576Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting Top-1 Accuracy, Top-5 Accuracy, and Delta dense. 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 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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. - [Delta dense](): Higher is better; unit: SCALAR. - [Top-5 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | REDI with incoming attention mass | 84.706 | Not recorded | 6a449f15e0224bd4f499319f | | Dense baseline | 83.514 | Not recorded | 6a449f15e0224bd4f499319f | | Incoming attention mass | 82.634 | Not recorded | 6a449f15e0224bd4f499319f | | Supervised TFIDFgt | 81.796 | Not recorded | 6a449f15e0224bd4f499319f | ### REDI with incoming attention mass Top-1 Acc: 84.706. Result ID: 6a44ce0e73d097d845bf4a99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"107","Backbone":"DINOv3 ViT-B/16"}. This record does not assert independent reproduction. ### Dense baseline Top-1 Acc: 83.514. Result ID: 6a44ce0e73d097d845bf4a96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"201","Backbone":"DINOv3 ViT-B/16"}. This record does not assert independent reproduction. ### Incoming attention mass Top-1 Acc: 82.634. Result ID: 6a44ce0e73d097d845bf4a98. [Reporting paper]() Recorded evaluation configuration: {"Tokens":"107","Backbone":"DINOv3 ViT-B/16"}. This record does not assert independent reproduction. ### Supervised TFIDFgt Top-1 Acc: 81.796. Result ID: 6a44ce0e73d097d845bf4a97. [Reporting paper]() Recorded evaluation configuration: {"Tokens":"107","Backbone":"DINOv3 ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.