# Image Retrieval on Stanford Dogs Source: [Image Retrieval on Stanford Dogs]() Collection index: [llms.txt]() Data updated: 2026-05-19T12:54:18.413Z Evaluation of Image Retrieval performance on the Stanford Dogs dataset, reporting Mean Average Precision (mAP). 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 Retrieval | | Dataset (including any stated split) | Stanford Dogs | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | CS3H | 62.64 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 60.21 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 58.41 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 58.02 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 57.82 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 55.93 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 53.54 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 52.25 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SPQ | 52.13 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 51.84 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SPQ | 51.79 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 49.32 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 48.9 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SPQ | 47.44 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 46.1 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SPQ | 42.96 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 36.52 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 34.63 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | CS3H | 33.91 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SGH | 31.86 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SPQ | 31.58 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SGH | 28.3 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SGH | 26.11 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SGH | 24.28 | Not recorded | 6a0bef0ddbc836b87d82ca0f | | SGH | 17.42 | Not recorded | 6a0bef0ddbc836b87d82ca0f | ### CS3H mAP: 62.64. Result ID: 6a0c5d67fbc373592c03f55d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"96","Backbone":"VGG16"}. This record does not assert independent reproduction. ### CS3H mAP: 60.21. Result ID: 6a0c5d67fbc373592c03f558. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"96","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 58.41. Result ID: 6a0c5d67fbc373592c03f55c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"48","Backbone":"VGG16"}. This record does not assert independent reproduction. ### CS3H mAP: 58.02. Result ID: 6a0c5d67fbc373592c03f562. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"96","Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### CS3H mAP: 57.82. Result ID: 6a0c5d67fbc373592c03f557. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"48","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 55.93. Result ID: 6a0c5d67fbc373592c03f561. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"48","Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### CS3H mAP: 53.54. Result ID: 6a0c5d67fbc373592c03f556. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"32","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 52.25. Result ID: 6a0c5d67fbc373592c03f55b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"32","Backbone":"VGG16"}. This record does not assert independent reproduction. ### SPQ mAP: 52.13. Result ID: 6a0c5d67fbc373592c03f553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"96","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 51.84. Result ID: 6a0c5d67fbc373592c03f560. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"32","Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### SPQ mAP: 51.79. Result ID: 6a0c5d67fbc373592c03f552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"48","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 49.32. Result ID: 6a0c5d67fbc373592c03f55a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"24","Backbone":"VGG16"}. This record does not assert independent reproduction. ### CS3H mAP: 48.9. Result ID: 6a0c5d67fbc373592c03f555. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"24","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SPQ mAP: 47.44. Result ID: 6a0c5d67fbc373592c03f551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"32","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 46.1. Result ID: 6a0c5d67fbc373592c03f55f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"24","Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### SPQ mAP: 42.96. Result ID: 6a0c5d67fbc373592c03f550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"24","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 36.52. Result ID: 6a0c5d67fbc373592c03f554. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"12","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CS3H mAP: 34.63. Result ID: 6a0c5d67fbc373592c03f559. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"12","Backbone":"VGG16"}. This record does not assert independent reproduction. ### CS3H mAP: 33.91. Result ID: 6a0c5d67fbc373592c03f55e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"12","Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### SGH mAP: 31.86. Result ID: 6a0c5d67fbc373592c03f54e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"96"}. This record does not assert independent reproduction. ### SPQ mAP: 31.58. Result ID: 6a0c5d67fbc373592c03f54f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"12","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SGH mAP: 28.3. Result ID: 6a0c5d67fbc373592c03f54d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"48"}. This record does not assert independent reproduction. ### SGH mAP: 26.11. Result ID: 6a0c5d67fbc373592c03f54c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"32"}. This record does not assert independent reproduction. ### SGH mAP: 24.28. Result ID: 6a0c5d67fbc373592c03f54b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"24"}. This record does not assert independent reproduction. ### SGH mAP: 17.42. Result ID: 6a0c5d67fbc373592c03f54a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# bits":"12"}. This record does not assert independent reproduction. 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