# Fine-grained recognition on BREEDS NONLIVING-26 (test) Source: [Fine-grained recognition on BREEDS NONLIVING-26 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:19.792Z Evaluation of Fine-grained recognition performance on the test split of the BREEDS NONLIVING-26 dataset, reporting 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 | Fine-grained recognition | | Dataset (including any stated split) | BREEDS NONLIVING-26 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Fine upper-bound | 90.33 | Not recorded | 68fa71421e209131cea5036d | | Ours (PE-HCM) | 89.97 | Not recorded | 68fa71421e209131cea5036d | | SCGM-G | 89.87 | Not recorded | 68fa71421e209131cea5036d | | SCGM-A | 88.78 | Not recorded | 68fa71421e209131cea5036d | | ANCOR-fc | 88.77 | Not recorded | 68fa71421e209131cea5036d | | ANCOR | 86.23 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2-ImageNet | 77.07 | Not recorded | 68fa71421e209131cea5036d | | SWAV-ImageNet | 76.26 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2 | 63.51 | Not recorded | 68fa71421e209131cea5036d | | Fine upper-bound | 60.68 | Not recorded | 68fa71421e209131cea5036d | | Ours (PE-HCM) | 50.12 | Not recorded | 68fa71421e209131cea5036d | | SCGM-G | 49.25 | Not recorded | 68fa71421e209131cea5036d | | SCGM-A | 46.93 | Not recorded | 68fa71421e209131cea5036d | | ANCOR-fc | 45.34 | Not recorded | 68fa71421e209131cea5036d | | ANCOR | 43.1 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2-ImageNet | 34.78 | Not recorded | 68fa71421e209131cea5036d | | SWAV-ImageNet | 33.94 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2 | 21.07 | Not recorded | 68fa71421e209131cea5036d | ### Fine upper-bound Accuracy: 90.33. Result ID: 6991c2433a6c3148490a6389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Ours (PE-HCM) Accuracy: 89.97. Result ID: 6991c2433a6c3148490a6399. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SCGM-G Accuracy: 89.87. Result ID: 6991c2433a6c3148490a6395. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SCGM-A Accuracy: 88.78. Result ID: 6991c2433a6c3148490a6397. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ANCOR-fc Accuracy: 88.77. Result ID: 6991c2433a6c3148490a6393. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ANCOR Accuracy: 86.23. Result ID: 6991c2433a6c3148490a6391. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MoCo-v2-ImageNet Accuracy: 77.07. Result ID: 6991c2433a6c3148490a638d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SWAV-ImageNet Accuracy: 76.26. Result ID: 6991c2433a6c3148490a638f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MoCo-v2 Accuracy: 63.51. Result ID: 6991c2433a6c3148490a638b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"5-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Fine upper-bound Accuracy: 60.68. Result ID: 6991c2433a6c3148490a638a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Ours (PE-HCM) Accuracy: 50.12. Result ID: 6991c2433a6c3148490a639a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SCGM-G Accuracy: 49.25. Result ID: 6991c2433a6c3148490a6396. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SCGM-A Accuracy: 46.93. Result ID: 6991c2433a6c3148490a6398. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ANCOR-fc Accuracy: 45.34. Result ID: 6991c2433a6c3148490a6394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ANCOR Accuracy: 43.1. Result ID: 6991c2433a6c3148490a6392. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MoCo-v2-ImageNet Accuracy: 34.78. Result ID: 6991c2433a6c3148490a638e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SWAV-ImageNet Accuracy: 33.94. Result ID: 6991c2433a6c3148490a6390. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MoCo-v2 Accuracy: 21.07. Result ID: 6991c2433a6c3148490a638c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol (N-way)":"all-way","Shot":"1-shot","Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.