# Image Retrieval on Cars-196 cropped (test) Source: [Image Retrieval on Cars-196 cropped (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:21.203Z Evaluation of Image Retrieval performance on the cropped test split of the Cars-196 dataset, measured using Recall@K metrics. 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) | Cars-196 cropped (test) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Recall@1](): Higher is better; unit: PERCENT. - [Recall@2](): Higher is better; unit: PERCENT. - [Recall@4](): Higher is better; unit: PERCENT. - [Recall@8](): Higher is better; unit: PERCENT. - [Recall@16](): Higher is better; unit: PERCENT. - [Recall@32](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | ABE-8 | 93 | Not recorded | 68fa64c61e209131cea067c7 | | ABE-4 | 91.6 | Not recorded | 68fa64c61e209131cea067c7 | | A-BIER | 90.3 | Not recorded | 68fa63f41e209131cea01d23 | | A-BIER | 90.3 | Not recorded | 68fa64c61e209131cea067c7 | | A-BIER | 88.5 | Not recorded | 68fa63f41e209131cea01d23 | | ABE-2 | 88.2 | Not recorded | 68fa64c61e209131cea067c7 | | BIER | 87.2 | Not recorded | 68fa63f41e209131cea01d23 | | Margin | 86.9 | Not recorded | 68fa63f41e209131cea01d23 | | Margin† | 86.9 | Not recorded | 68fa64c61e209131cea067c7 | | BIER | 85.8 | Not recorded | 68fa63f41e209131cea01d23 | | HDC | 83.8 | Not recorded | 68fa63f41e209131cea01d23 | | HDC | 83.8 | Not recorded | 68fa64c61e209131cea067c7 | | Ours Baseline | 82.6 | Not recorded | 68fa63f41e209131cea01d23 | | PDDM + Quadruplet | 57.4 | Not recorded | 68fa63f41e209131cea01d23 | | PDDM + Quadruplet | 57.4 | Not recorded | 68fa64c61e209131cea067c7 | | PDDM + Triplet | 46.4 | Not recorded | 68fa63f41e209131cea01d23 | | PDDM + Triplet | 46.4 | Not recorded | 68fa64c61e209131cea067c7 | ### ABE-8 Recall@1: 93. Result ID: 698c8d5a0b614d12cff18671. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Dimension":"512","Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### ABE-4 Recall@1: 91.6. Result ID: 698c8d5a0b614d12cff18670. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Dimension":"512","Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### A-BIER Recall@1: 90.3. Result ID: 698c08bbf729bc7f68e7ed58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### A-BIER Recall@1: 90.3. Result ID: 698c8d5a0b614d12cff1866e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Dimension":"512","Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### A-BIER Recall@1: 88.5. Result ID: 698c08bbf729bc7f68e7ed57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble\_size":"Learner-3"}. This record does not assert independent reproduction. ### ABE-2 Recall@1: 88.2. Result ID: 698c8d5a0b614d12cff1866f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Dimension":"512","Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### BIER Recall@1: 87.2. Result ID: 698c08bbf729bc7f68e7ed56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Margin Recall@1: 86.9. Result ID: 698c08bbf729bc7f68e7ed53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Margin† Recall@1: 86.9. Result ID: 698c8d5a0b614d12cff1866d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Dimension":"128","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### BIER Recall@1: 85.8. Result ID: 698c08bbf729bc7f68e7ed55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble\_size":"Learner-3"}. This record does not assert independent reproduction. ### HDC Recall@1: 83.8. Result ID: 698c08bbf729bc7f68e7ed52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HDC Recall@1: 83.8. Result ID: 698c8d5a0b614d12cff1866c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Dimension":"384","Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### Ours Baseline Recall@1: 82.6. Result ID: 698c08bbf729bc7f68e7ed54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PDDM + Quadruplet Recall@1: 57.4. Result ID: 698c08bbf729bc7f68e7ed51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PDDM + Quadruplet Recall@1: 57.4. Result ID: 698c8d5a0b614d12cff1866b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Dimension":"128","Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### PDDM + Triplet Recall@1: 46.4. Result ID: 698c08bbf729bc7f68e7ed50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PDDM + Triplet Recall@1: 46.4. Result ID: 698c8d5a0b614d12cff1866a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Dimension":"128","Backbone":"GoogLeNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.