# Instance Retrieval on CraterBench-R Source: [Instance Retrieval on CraterBench-R]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:17:56.859Z Evaluation of model performance on the CraterBench-R dataset, specifically measuring Instance Retrieval capabilities using metrics like R@K and 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 | Instance Retrieval | | Dataset (including any stated split) | CraterBench-R | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [R@1](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | ViT-B/16 MarsDINO | 37.4 | Not recorded | 69d732667d0172140ec76989 | | ViT-7B/16 DINOv3sat | 33 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/8 DINO | 30.4 | Not recorded | 69d732667d0172140ec76989 | | ViT-S/16 DINO | 27.3 | Not recorded | 69d732667d0172140ec76989 | | ViT-S/16 MarsDINO | 26.9 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/14 DINOv2 | 24 | Not recorded | 69d732667d0172140ec76989 | | DeiT-B/16 | 18.7 | Not recorded | 69d732667d0172140ec76989 | | EfficientNet-B0 | 15 | Not recorded | 69d732667d0172140ec76989 | | ResNet-50 | 14.2 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/16 CLIP | 5.8 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/16 MAE | 2.2 | Not recorded | 69d732667d0172140ec76989 | ### ViT-B/16 MarsDINO R@1: 37.4. Result ID: 69d831fd47f34ce924bfd884. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"85 M","Pool":"CLS","Pretraining":"Domain-specific (Mars imagery)"}. This record does not assert independent reproduction. ### ViT-7B/16 DINOv3sat R@1: 33. Result ID: 69d831fd47f34ce924bfd87f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"6.7 B","Pool":"Max","Pretraining":"Self-supervised ViT"}. This record does not assert independent reproduction. ### ViT-B/8 DINO R@1: 30.4. Result ID: 69d831fd47f34ce924bfd87d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"86 M","Pool":"GeM","Pretraining":"Self-supervised ViT"}. This record does not assert independent reproduction. ### ViT-S/16 DINO R@1: 27.3. Result ID: 69d831fd47f34ce924bfd87c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"22 M","Pool":"CLS","Pretraining":"Self-supervised ViT"}. This record does not assert independent reproduction. ### ViT-S/16 MarsDINO R@1: 26.9. Result ID: 69d831fd47f34ce924bfd883. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"22 M","Pool":"GeM","Pretraining":"Domain-specific (Mars imagery)"}. This record does not assert independent reproduction. ### ViT-B/14 DINOv2 R@1: 24. Result ID: 69d831fd47f34ce924bfd87e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"87 M","Pool":"Max","Pretraining":"Self-supervised ViT"}. This record does not assert independent reproduction. ### DeiT-B/16 R@1: 18.7. Result ID: 69d831fd47f34ce924bfd882. [Reporting paper]() Recorded evaluation configuration: {"Params":"86 M","Pool":"Max","Pretraining":"Other pretraining"}. This record does not assert independent reproduction. ### EfficientNet-B0 R@1: 15. Result ID: 69d831fd47f34ce924bfd87a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"4 M","Pool":"GAP","Pretraining":"CNN (ImageNet supervised)"}. This record does not assert independent reproduction. ### ResNet-50 R@1: 14.2. Result ID: 69d831fd47f34ce924bfd87b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"24 M","Pool":"GeM","Pretraining":"CNN (ImageNet supervised)"}. This record does not assert independent reproduction. ### ViT-B/16 CLIP R@1: 5.8. Result ID: 69d831fd47f34ce924bfd881. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"86 M","Pool":"GeM","Pretraining":"Other pretraining"}. This record does not assert independent reproduction. ### ViT-B/16 MAE R@1: 2.2. Result ID: 69d831fd47f34ce924bfd880. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"86 M","Pool":"GeM","Pretraining":"Other pretraining"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.