# Image Classification on ImageNet 1K (Top-1 Accuracy and Change) Source: [Image Classification on ImageNet 1K (Top-1 Accuracy and Change)]() Collection index: [llms.txt]() Data updated: 2026-03-13T09:32:12.359Z Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting standard Top-1 Accuracy along with the calculated change metric. 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 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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. - [Change (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GOHSP | 79.98 | Not recorded | 69b39a350636e5bf4afbccd4 | | ViT-Slim | 79.9 | Not recorded | 69b39a350636e5bf4afbccd4 | | GOHSP | 79.86 | Not recorded | 69b39a350636e5bf4afbccd4 | | Dense Baseline | 79.85 | Not recorded | 69b39a350636e5bf4afbccd4 | | ViT-Slim | 79.5 | Not recorded | 69b39a350636e5bf4afbccd4 | | S2ViT | 79.22 | Not recorded | 69b39a350636e5bf4afbccd4 | | HiAP | 79.1 | Not recorded | 69b39a350636e5bf4afbccd4 | | WDPruning | 78.55 | Not recorded | 69b39a350636e5bf4afbccd4 | | S2ViT | 78.44 | Not recorded | 69b39a350636e5bf4afbccd4 | | WDPruning | 78.38 | Not recorded | 69b39a350636e5bf4afbccd4 | | HiAP | 77.95 | Not recorded | 69b39a350636e5bf4afbccd4 | ### GOHSP Top-1 Accuracy: 79.98. Result ID: 69b3d98847f34ce9249e53d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"14.4","FLOPs (G)":"3.0"}. This record does not assert independent reproduction. ### ViT-Slim Top-1 Accuracy: 79.9. Result ID: 69b3d98847f34ce9249e53cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"15.6","FLOPs (G)":"3.1"}. This record does not assert independent reproduction. ### GOHSP Top-1 Accuracy: 79.86. Result ID: 69b3d98847f34ce9249e53d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"11.1","FLOPs (G)":"2.8"}. This record does not assert independent reproduction. ### Dense Baseline Top-1 Accuracy: 79.85. Result ID: 69b3d98847f34ce9249e53ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"22.1","FLOPs (G)":"4.6"}. This record does not assert independent reproduction. ### ViT-Slim Top-1 Accuracy: 79.5. Result ID: 69b3d98847f34ce9249e53d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"13.5","FLOPs (G)":"2.8"}. This record does not assert independent reproduction. ### S2ViT Top-1 Accuracy: 79.22. Result ID: 69b3d98847f34ce9249e53cd. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"15.3","FLOPs (G)":"3.1"}. This record does not assert independent reproduction. ### HiAP Top-1 Accuracy: 79.1. Result ID: 69b3d98847f34ce9249e53d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"15.0","FLOPs (G)":"3.1"}. This record does not assert independent reproduction. ### WDPruning Top-1 Accuracy: 78.55. Result ID: 69b3d98847f34ce9249e53cb. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"15.0","FLOPs (G)":"3.1"}. This record does not assert independent reproduction. ### S2ViT Top-1 Accuracy: 78.44. Result ID: 69b3d98847f34ce9249e53ce. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"13.5","FLOPs (G)":"2.8"}. This record does not assert independent reproduction. ### WDPruning Top-1 Accuracy: 78.38. Result ID: 69b3d98847f34ce9249e53cc. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"13.3","FLOPs (G)":"2.6"}. This record does not assert independent reproduction. ### HiAP Top-1 Accuracy: 77.95. Result ID: 69b3d98847f34ce9249e53d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"12.3","FLOPs (G)":"2.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.