# Image Classification on NABirds (Top-5 Accuracy) Source: [Image Classification on NABirds (Top-5 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-08T10:40:15.036Z Evaluation of Image Classification performance on the NABirds dataset, 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) | NABirds | | 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 | | --- | --- | --- | --- | | SCE | 88.08 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 87.67 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 87.01 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 86.86 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 83.73 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 80.73 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 73.79 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 69.25 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 66.16 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 53.42 | Not recorded | 69fd6e205497b3b670c894c3 | | HACE | 53.34 | Not recorded | 69fd6e205497b3b670c894c3 | | SCE | 51.23 | Not recorded | 69fd6e205497b3b670c894c3 | ### SCE Top-5 Accuracy: 88.08. Result ID: 69fdbd8547f34ce924e16842. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet-34","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 87.67. Result ID: 69fdbd8547f34ce924e16841. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-34","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 87.01. Result ID: 69fdbd8547f34ce924e16843. [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: 86.86. Result ID: 69fdbd8547f34ce924e1683f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 83.73. Result ID: 69fdbd8547f34ce924e16840. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 80.73. Result ID: 69fdbd8547f34ce924e16844. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet-50","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 73.79. Result ID: 69fdbd8547f34ce924e16845. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ConvNeXt-T","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### HACE Top-5 Accuracy: 69.25. Result ID: 69fdbd8547f34ce924e16849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Swin-T","Training Protocol":"end-to-end training"}. This record does not assert independent reproduction. ### SCE Top-5 Accuracy: 66.16. Result ID: 69fdbd8547f34ce924e1684a. [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: 53.42. Result ID: 69fdbd8547f34ce924e16846. [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: 53.34. Result ID: 69fdbd8547f34ce924e16847. [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: 51.23. Result ID: 69fdbd8547f34ce924e16848. [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.