# Fine-grained recognition on BREEDS LIVING-17 (test) Source: [Fine-grained recognition on BREEDS LIVING-17 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:19.771Z Evaluation of Fine-grained recognition performance on the test split of the BREEDS LIVING-17 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 LIVING-17 (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 | | --- | --- | --- | --- | | SCGM-A | 90.97 | Not recorded | 68fa71421e209131cea5036d | | Ours (PE-HCM) | 90.94 | Not recorded | 68fa71421e209131cea5036d | | Fine upper-bound | 90.75 | Not recorded | 68fa71421e209131cea5036d | | ANCOR-fc | 90.41 | Not recorded | 68fa71421e209131cea5036d | | SCGM-G | 89.72 | Not recorded | 68fa71421e209131cea5036d | | ANCOR | 89.23 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2-ImageNet | 82.21 | Not recorded | 68fa71421e209131cea5036d | | SWAV-ImageNet | 79.83 | Not recorded | 68fa71421e209131cea5036d | | Fine upper-bound | 62.65 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2 | 56.66 | Not recorded | 68fa71421e209131cea5036d | | Ours (PE-HCM) | 53.09 | Not recorded | 68fa71421e209131cea5036d | | SCGM-A | 49.31 | Not recorded | 68fa71421e209131cea5036d | | SCGM-G | 48.74 | Not recorded | 68fa71421e209131cea5036d | | ANCOR-fc | 46.19 | Not recorded | 68fa71421e209131cea5036d | | ANCOR | 45.14 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2-ImageNet | 40.29 | Not recorded | 68fa71421e209131cea5036d | | SWAV-ImageNet | 38.79 | Not recorded | 68fa71421e209131cea5036d | | MoCo-v2 | 18.57 | Not recorded | 68fa71421e209131cea5036d | ### SCGM-A Accuracy: 90.97. Result ID: 6991c2433a6c3148490a6385. [Reporting 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: 90.94. Result ID: 6991c2433a6c3148490a6387. [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: 90.75. Result ID: 6991c2433a6c3148490a6377. [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-fc Accuracy: 90.41. Result ID: 6991c2433a6c3148490a6381. [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: 89.72. Result ID: 6991c2433a6c3148490a6383. [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 Accuracy: 89.23. Result ID: 6991c2433a6c3148490a637f. [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: 82.21. Result ID: 6991c2433a6c3148490a637b. [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: 79.83. Result ID: 6991c2433a6c3148490a637d. [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. ### Fine upper-bound Accuracy: 62.65. Result ID: 6991c2433a6c3148490a6378. [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 Accuracy: 56.66. Result ID: 6991c2433a6c3148490a6379. [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: 53.09. Result ID: 6991c2433a6c3148490a6388. [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-A Accuracy: 49.31. Result ID: 6991c2433a6c3148490a6386. [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-G Accuracy: 48.74. Result ID: 6991c2433a6c3148490a6384. [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: 46.19. Result ID: 6991c2433a6c3148490a6382. [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: 45.14. Result ID: 6991c2433a6c3148490a6380. [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: 40.29. Result ID: 6991c2433a6c3148490a637c. [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: 38.79. Result ID: 6991c2433a6c3148490a637e. [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: 18.57. Result ID: 6991c2433a6c3148490a637a. [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.