# Image-to-image retrieval on ImageNet Source: [Image-to-image retrieval on ImageNet]() Collection index: [llms.txt]() Data updated: 2026-05-27T10:19:06.619Z Evaluation of Image-to-image retrieval performance on the ImageNet dataset, measured using the Mean Average Precision (mAP) metric. 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-to-image retrieval | | Dataset (including any stated split) | ImageNet | | Metric | mAP | | 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 - [mAP](): Higher is better; unit: PERCENT. - [Recall@1](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | Original | 57.6 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | PCA← | 46.5 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | PCA← | 43.5 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | PCA← | 42.2 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI | 38.8 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI | 38.2 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 37.9 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 35.8 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 33 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | PCA← | 28.6 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI | 23.8 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 21.6 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | PCA← | 19.1 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 15.4 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI | 14.8 | Not recorded | 69ba31aa0636e5bf4afc09a4 | ### Original mAP: 57.6. Result ID: 69ba5d0e47f34ce924a4141c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINOv3","ViT":"L/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### PCA← mAP: 46.5. Result ID: 69ba5d0e47f34ce924a4141b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SigLIP2","ViT":"B/16","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### PCA← mAP: 43.5. Result ID: 69ba5d0e47f34ce924a41416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SigLIP","ViT":"B/16","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### PCA← mAP: 42.2. Result ID: 69ba5d0e47f34ce924a41413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"L/14","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### OTI mAP: 38.8. Result ID: 69ba5d0e47f34ce924a41415. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SigLIP","ViT":"B/16","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. ### OTI mAP: 38.2. Result ID: 69ba5d0e47f34ce924a41412. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"L/14","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. ### Original mAP: 37.9. Result ID: 69ba5d0e47f34ce924a4141a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SigLIP2","ViT":"B/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### Original mAP: 35.8. Result ID: 69ba5d0e47f34ce924a41414. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SigLIP","ViT":"B/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### Original mAP: 33. Result ID: 69ba5d0e47f34ce924a41411. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"L/14","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### PCA← mAP: 28.6. Result ID: 69ba5d0e47f34ce924a41410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"B/32","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### OTI mAP: 23.8. Result ID: 69ba5d0e47f34ce924a4140f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"B/32","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. ### Original mAP: 21.6. Result ID: 69ba5d0e47f34ce924a4140e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"B/32","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### PCA← mAP: 19.1. Result ID: 69ba5d0e47f34ce924a41419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SLIP","ViT":"B/16","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### Original mAP: 15.4. Result ID: 69ba5d0e47f34ce924a41417. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SLIP","ViT":"B/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### OTI mAP: 14.8. Result ID: 69ba5d0e47f34ce924a41418. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SLIP","ViT":"B/16","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.