# Image Classification on FGVC (Top-5 Accuracy) Source: [Image Classification on FGVC (Top-5 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-08T10:40:14.990Z Evaluation of Image Classification performance on the FGVC dataset, specifically reporting Top-5 accuracy. 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) | FGVC | | Metric | Top-5 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-5 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HACE | 95.23 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 94.15 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 93.97 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 93.64 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 90.58 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 88.63 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 73.06 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 66.34 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 66.31 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 57.01 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 45.21 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 33.99 | Not recorded | 69fd6e205497b3b670c894c3 | ### HACE Top-5 Accuracy: 95.23. Result ID: 69fdbd8547f34ce924e16837. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-50","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 94.15. Result ID: 69fdbd8547f34ce924e16833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 93.97. Result ID: 69fdbd8547f34ce924e16835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-34","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 93.64. Result ID: 69fdbd8547f34ce924e16836. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet-34","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 90.58. Result ID: 69fdbd8547f34ce924e16838. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet-50","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 88.63. Result ID: 69fdbd8547f34ce924e16834. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 73.06. Result ID: 69fdbd8547f34ce924e1683d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Swin-T","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 66.34. Result ID: 69fdbd8547f34ce924e16839. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ConvNeXt-T","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 66.31. Result ID: 69fdbd8547f34ce924e1683e. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Swin-T","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 57.01. Result ID: 69fdbd8547f34ce924e1683a. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ConvNeXt-T","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 45.21. Result ID: 69fdbd8547f34ce924e1683b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 33.99. Result ID: 69fdbd8547f34ce924e1683c. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.