# Zero-shot Image Retrieval on Cars196 (test) Source: [Zero-shot Image Retrieval on Cars196 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:28.497Z Evaluation of Zero-shot Image Retrieval performance on the test split of the Cars196 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 | Zero-shot image retrieval | | Dataset (including any stated split) | Cars196 (test) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 | | --- | --- | --- | --- | | EP | 90.4 | Not recorded | 68fa7be61e209131cea8b292 | | SigLIP | 85.8 | Not recorded | 68fa7be61e209131cea8b292 | | EP | 79.8 | Not recorded | 68fa7be61e209131cea8b292 | | CLIP | 79.6 | Not recorded | 68fa7be61e209131cea8b292 | | BEiTv2 | 48.3 | Not recorded | 68fa7be61e209131cea8b292 | | EP | 44.2 | Not recorded | 68fa7be61e209131cea8b292 | | EP | 40.1 | Not recorded | 68fa7be61e209131cea8b292 | | EP | 34.2 | Not recorded | 68fa7be61e209131cea8b292 | | iBOT | 31.5 | Not recorded | 68fa7be61e209131cea8b292 | | MAE | 12.7 | Not recorded | 68fa7be61e209131cea8b292 | ### EP Recall@1: 90.4. Result ID: 699ae28c5698665ec47284bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SigLIP (frozen)","probing\_data":"ImageNet-1K"}. This record does not assert independent reproduction. ### SigLIP Recall@1: 85.8. Result ID: 699ae28c5698665ec47284bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"status":"frozen","backbone":"SigLIP"}. This record does not assert independent reproduction. ### EP Recall@1: 79.8. Result ID: 699ae28c5698665ec47284bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"CLIP (frozen)","probing\_data":"ImageNet-1K"}. This record does not assert independent reproduction. ### CLIP Recall@1: 79.6. Result ID: 699ae28c5698665ec47284ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"status":"frozen","backbone":"CLIP"}. This record does not assert independent reproduction. ### BEiTv2 Recall@1: 48.3. Result ID: 699ae28c5698665ec47284b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"status":"frozen","backbone":"BEiTv2"}. This record does not assert independent reproduction. ### EP Recall@1: 44.2. Result ID: 699ae28c5698665ec47284b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"BEiTv2 (frozen)","probing\_data":"ImageNet-1K"}. This record does not assert independent reproduction. ### EP Recall@1: 40.1. Result ID: 699ae28c5698665ec47284b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"iBOT (frozen)","probing\_data":"ImageNet-1K"}. This record does not assert independent reproduction. ### EP Recall@1: 34.2. Result ID: 699ae28c5698665ec47284b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"MAE (frozen)","probing\_data":"ImageNet-1K"}. This record does not assert independent reproduction. ### iBOT Recall@1: 31.5. Result ID: 699ae28c5698665ec47284b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"status":"frozen","backbone":"iBOT"}. This record does not assert independent reproduction. ### MAE Recall@1: 12.7. Result ID: 699ae28c5698665ec47284b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"status":"frozen","backbone":"MAE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.