# Image Retrieval on Curated-5K (test) Source: [Image Retrieval on Curated-5K (test)]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:17:56.894Z Evaluation of Image Retrieval performance on the test split of the Curated-5K dataset, typically measured using R@K metrics 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 | Image Retrieval | | Dataset (including any stated split) | Curated-5K (test) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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@5](): Higher is better; unit: PERCENT. - [Recall@10](): Higher is better; unit: PERCENT. - [Mean Average Precision (mAP)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@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/8 DINO | 29.6 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/16 DINO | 29.5 | Not recorded | 69d732667d0172140ec76989 | | ViT-S/16 DINO | 27.3 | Not recorded | 69d732667d0172140ec76989 | | ViT-S/16 MarsDINO | 26.9 | Not recorded | 69d732667d0172140ec76989 | | ViT-S/16 DINOv3 | 25.8 | Not recorded | 69d732667d0172140ec76989 | | ViT-7B/16 DINOv3lvd | 24.7 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/14 DINOv2 | 24 | Not recorded | 69d732667d0172140ec76989 | | ViT-S/14 DINOv2 | 22.6 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/16 DINOv3 | 21.8 | Not recorded | 69d732667d0172140ec76989 | | ViT-L/16 DINOv3sat | 20.8 | Not recorded | 69d732667d0172140ec76989 | | DeiT-B/16 | 18.7 | Not recorded | 69d732667d0172140ec76989 | | ViT-L/16 DINOv3lvd | 16.2 | Not recorded | 69d732667d0172140ec76989 | | EfficientNet-B0 | 15 | Not recorded | 69d732667d0172140ec76989 | | DeiT3-B/16 | 14.8 | Not recorded | 69d732667d0172140ec76989 | | ResNet-50 | 14.2 | Not recorded | 69d732667d0172140ec76989 | | DeiT-S/16 | 13.7 | Not recorded | 69d732667d0172140ec76989 | | MobileNetV3-L | 13.3 | Not recorded | 69d732667d0172140ec76989 | | ViT-S/16 AugReg | 11.5 | Not recorded | 69d732667d0172140ec76989 | | DenseNet-121 | 11 | Not recorded | 69d732667d0172140ec76989 | | ResNet-101 | 10.3 | Not recorded | 69d732667d0172140ec76989 | | ResNet-18 | 10.2 | Not recorded | 69d732667d0172140ec76989 | | ViT-B/16 Orig | 9.1 | Not recorded | 69d732667d0172140ec76989 | | ConvNeXt-T | 7.5 | Not recorded | 69d732667d0172140ec76989 | | VGG-16 | 6.8 | Not recorded | 69d732667d0172140ec76989 | | DeiT3-S/16 | 6.4 | 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 Recall@1: 37.4. Result ID: 69d831fd47f34ce924bfd8a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"DINO (Mars)","Params":"85 M","Pool":"CLS","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-7B/16 DINOv3sat Recall@1: 33. Result ID: 69d831fd47f34ce924bfd89e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"SSL (Sat-493M)","Params":"6.7 B","Pool":"Max","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-B/8 DINO Recall@1: 30.4. Result ID: 69d831fd47f34ce924bfd896. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"SSL (IN-1k)","Params":"86 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-S/8 DINO Recall@1: 29.6. Result ID: 69d831fd47f34ce924bfd894. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"SSL (IN-1k)","Params":"22 M","Pool":"CLS","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-B/16 DINO Recall@1: 29.5. Result ID: 69d831fd47f34ce924bfd895. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"SSL (IN-1k)","Params":"86 M","Pool":"CLS","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-S/16 DINO Recall@1: 27.3. Result ID: 69d831fd47f34ce924bfd893. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"SSL (IN-1k)","Params":"22 M","Pool":"CLS","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-S/16 MarsDINO Recall@1: 26.9. Result ID: 69d831fd47f34ce924bfd8a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"DINO (Mars)","Params":"22 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-S/16 DINOv3 Recall@1: 25.8. Result ID: 69d831fd47f34ce924bfd899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"SSL (LVD-1.7B)","Params":"22 M","Pool":"CLS","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-7B/16 DINOv3lvd Recall@1: 24.7. Result ID: 69d831fd47f34ce924bfd89d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"SSL (LVD-1.7B)","Params":"6.7 B","Pool":"Max","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-B/14 DINOv2 Recall@1: 24. Result ID: 69d831fd47f34ce924bfd898. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"SSL (LVD-142M)","Params":"87 M","Pool":"Max","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-S/14 DINOv2 Recall@1: 22.6. Result ID: 69d831fd47f34ce924bfd897. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"SSL (LVD-142M)","Params":"22 M","Pool":"Max","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-B/16 DINOv3 Recall@1: 21.8. Result ID: 69d831fd47f34ce924bfd89a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"SSL (LVD-1.7B)","Params":"86 M","Pool":"CLS","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-L/16 DINOv3sat Recall@1: 20.8. Result ID: 69d831fd47f34ce924bfd89b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"SSL (Sat-493M)","Params":"303 M","Pool":"Max","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### DeiT-B/16 Recall@1: 18.7. Result ID: 69d831fd47f34ce924bfd890. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"86 M","Pool":"Max","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-L/16 DINOv3lvd Recall@1: 16.2. Result ID: 69d831fd47f34ce924bfd89c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"SSL (LVD-1.7B)","Params":"303 M","Pool":"CLS","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### EfficientNet-B0 Recall@1: 15. Result ID: 69d831fd47f34ce924bfd889. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"4 M","Pool":"GAP","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### DeiT3-B/16 Recall@1: 14.8. Result ID: 69d831fd47f34ce924bfd892. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"86 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ResNet-50 Recall@1: 14.2. Result ID: 69d831fd47f34ce924bfd886. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"24 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### DeiT-S/16 Recall@1: 13.7. Result ID: 69d831fd47f34ce924bfd88f. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"22 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### MobileNetV3-L Recall@1: 13.3. Result ID: 69d831fd47f34ce924bfd88c. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"4 M","Pool":"GAP","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-S/16 AugReg Recall@1: 11.5. Result ID: 69d831fd47f34ce924bfd88d. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-21k→1k","Params":"22 M","Pool":"Mean","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### DenseNet-121 Recall@1: 11. Result ID: 69d831fd47f34ce924bfd88a. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"7 M","Pool":"GAP","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ResNet-101 Recall@1: 10.3. Result ID: 69d831fd47f34ce924bfd887. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"43 M","Pool":"GAP","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ResNet-18 Recall@1: 10.2. Result ID: 69d831fd47f34ce924bfd885. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"11 M","Pool":"GAP","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-B/16 Orig Recall@1: 9.1. Result ID: 69d831fd47f34ce924bfd88e. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-21k→1k","Params":"86 M","Pool":"Mean","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ConvNeXt-T Recall@1: 7.5. Result ID: 69d831fd47f34ce924bfd888. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"28 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### VGG-16 Recall@1: 6.8. Result ID: 69d831fd47f34ce924bfd88b. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"134 M","Pool":"GAP","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### DeiT3-S/16 Recall@1: 6.4. Result ID: 69d831fd47f34ce924bfd891. [Reporting paper]() Recorded evaluation configuration: {"Pretraining":"Sup. IN-1k","Params":"22 M","Pool":"Mean","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-B/16 CLIP Recall@1: 5.8. Result ID: 69d831fd47f34ce924bfd8a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"Lang.-img (WIT)","Params":"86 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. ### ViT-B/16 MAE Recall@1: 2.2. Result ID: 69d831fd47f34ce924bfd89f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"Recon. (IN-1k)","Params":"86 M","Pool":"GeM","Backbone Status":"Frozen"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.