# Image Retrieval on Stanford Cars 196 Source: [Image Retrieval on Stanford Cars 196]() Collection index: [llms.txt]() Data updated: 2026-05-12T13:48:40.419Z Evaluation of Image Retrieval performance on the Stanford Cars 196 dataset, measured using Recall@K metrics (R@1, R@2, R@4, R@8). 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 Cars 196 | | 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. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | GAPan | 92.6 | Not recorded | 6a02b48edbc836b87d824cc0 | | LaFG | 91.5 | Not recorded | 6a02b48edbc836b87d824cc0 | | DVA | 90.7 | Not recorded | 6a02b48edbc836b87d824cc0 | | IDML | 90.6 | Not recorded | 6a02b48edbc836b87d824cc0 | | PNCA++ | 90.1 | Not recorded | 6a02b48edbc836b87d824cc0 | | HSE | 89.6 | Not recorded | 6a02b48edbc836b87d824cc0 | | HIST | 89.6 | Not recorded | 6a02b48edbc836b87d824cc0 | | DFML-PAC | 89.5 | Not recorded | 6a02b48edbc836b87d824cc0 | | DDML | 89.5 | Not recorded | 6a02b48edbc836b87d824cc0 | | HypViT | 89.2 | Not recorded | 6a02b48edbc836b87d824cc0 | | NIR | 89.1 | Not recorded | 6a02b48edbc836b87d824cc0 | | SEEI | 88.8 | Not recorded | 6a02b48edbc836b87d824cc0 | | HIER | 88.3 | Not recorded | 6a02b48edbc836b87d824cc0 | | CBML | 88.1 | Not recorded | 6a02b48edbc836b87d824cc0 | | VPTSP-GICLR | 87.7 | Not recorded | 6a02b48edbc836b87d824cc0 | | DPHM | 84.1 | Not recorded | 6a02b48edbc836b87d824cc0 | | DIML | 80.7 | Not recorded | 6a02b48edbc836b87d824cc0 | ### GAPan Recall@1: 92.6. Result ID: 6a032fb447f34ce924e7c6d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### LaFG Recall@1: 91.5. Result ID: 6a032fb447f34ce924e7c6d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### DVA Recall@1: 90.7. Result ID: 6a032fb447f34ce924e7c6cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### IDML Recall@1: 90.6. Result ID: 6a032fb447f34ce924e7c6ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"R50"}. This record does not assert independent reproduction. ### PNCA++ Recall@1: 90.1. Result ID: 6a032fb447f34ce924e7c6cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"R50"}. This record does not assert independent reproduction. ### HSE Recall@1: 89.6. Result ID: 6a032fb447f34ce924e7c6c9. [Reporting paper]() Recorded evaluation configuration: {"Arch":"R50"}. This record does not assert independent reproduction. ### HIST Recall@1: 89.6. Result ID: 6a032fb447f34ce924e7c6cb. [Reporting paper]() Recorded evaluation configuration: {"Arch":"R50"}. This record does not assert independent reproduction. ### DFML-PAC Recall@1: 89.5. Result ID: 6a032fb447f34ce924e7c6ce. [Reporting paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### DDML Recall@1: 89.5. Result ID: 6a032fb447f34ce924e7c6d4. [Reporting paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### HypViT Recall@1: 89.2. Result ID: 6a032fb447f34ce924e7c6d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### NIR Recall@1: 89.1. Result ID: 6a032fb447f34ce924e7c6c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"R50"}. This record does not assert independent reproduction. ### SEEI Recall@1: 88.8. Result ID: 6a032fb447f34ce924e7c6d3. [Reporting paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### HIER Recall@1: 88.3. Result ID: 6a032fb447f34ce924e7c6d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### CBML Recall@1: 88.1. Result ID: 6a032fb447f34ce924e7c6c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"R50"}. This record does not assert independent reproduction. ### VPTSP-GICLR Recall@1: 87.7. Result ID: 6a032fb447f34ce924e7c6d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### DPHM Recall@1: 84.1. Result ID: 6a032fb447f34ce924e7c6d0. [Reporting paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. ### DIML Recall@1: 80.7. Result ID: 6a032fb447f34ce924e7c6cd. [Reporting paper]() Recorded evaluation configuration: {"Arch":"ViT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.