# Image-to-image retrieval on EuroSAT Source: [Image-to-image retrieval on EuroSAT]() Collection index: [llms.txt]() Data updated: 2026-03-23T11:31:00.156Z Evaluation of Image-to-image retrieval performance on the EuroSAT dataset, typically measured using 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-to-image retrieval | | Dataset (including any stated split) | EuroSAT | | Metric | mAP | | 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 - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | PCA← | 62.8 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | IsoCLIP | 61.6 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | Original | 59.9 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Image-Image | 59 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | OTI (I→T) | 58.8 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | IsoCLIP | 58.6 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | Original | 57.8 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Image-Image | 57.8 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | OTI (I→T) | 56.9 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | OTI | 56.3 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI (I→T) | 56.3 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | IsoCLIP | 56.3 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | IsoCLIP | 55.6 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | Image-Image | 55.1 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | PCA← | 54.2 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | PCA← | 53.8 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 53.7 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 53.3 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | PCA← | 53.2 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI | 52.9 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | IsoCLIP | 51.5 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | Image-Image | 51.2 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | PCA← | 51.1 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI | 50.6 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI (I→T) | 50.5 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | Original | 49.3 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Original | 49.3 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | Image-Image | 47.9 | Not recorded | 69c0c8e60636e5bf4afc3a2d | | OTI | 47.2 | Not recorded | 69ba31aa0636e5bf4afc09a4 | | OTI (I→T) | 47.2 | Not recorded | 69c0c8e60636e5bf4afc3a2d | ### PCA← mAP: 62.8. Result ID: 69ba5d0e47f34ce924a413c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"L/14","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### IsoCLIP mAP: 61.6. Result ID: 69c1246947f34ce924a9a05f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-L/14","Latency (ms)":"11 ± 1"}. This record does not assert independent reproduction. ### Original mAP: 59.9. Result ID: 69ba5d0e47f34ce924a413d1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINOv3","ViT":"L/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### Image-Image mAP: 59. Result ID: 69c1246947f34ce924a9a05d. [Reporting paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-L/14","Latency (ms)":"11 ± 1"}. This record does not assert independent reproduction. ### OTI (I→T) mAP: 58.8. Result ID: 69c1246947f34ce924a9a061. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"false","Backbone":"ViT-B/16-open","Latency (ms)":"1836 ± 83"}. This record does not assert independent reproduction. ### IsoCLIP mAP: 58.6. Result ID: 69c1246947f34ce924a9a062. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-B/16-open","Latency (ms)":"6 ± 1"}. This record does not assert independent reproduction. ### Original mAP: 57.8. Result ID: 69ba5d0e47f34ce924a413c6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"L/14","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### Image-Image mAP: 57.8. Result ID: 69c1246947f34ce924a9a060. [Reporting paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-B/16-open","Latency (ms)":"6 ± 1"}. This record does not assert independent reproduction. ### OTI (I→T) mAP: 56.9. Result ID: 69c1246947f34ce924a9a064. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"false","Backbone":"PE-Core-B-16","Latency (ms)":"3252 ± 35"}. This record does not assert independent reproduction. ### OTI mAP: 56.3. Result ID: 69ba5d0e47f34ce924a413c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"L/14","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. ### OTI (I→T) mAP: 56.3. Result ID: 69c1246947f34ce924a9a05e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"false","Backbone":"ViT-L/14","Latency (ms)":"1872 ± 91"}. This record does not assert independent reproduction. ### IsoCLIP mAP: 56.3. Result ID: 69c1246947f34ce924a9a065. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"PE-Core-B-16","Latency (ms)":"8 ± 1"}. This record does not assert independent reproduction. ### IsoCLIP mAP: 55.6. Result ID: 69c1246947f34ce924a9a05c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-B/16","Latency (ms)":"6 ± 1"}. This record does not assert independent reproduction. ### Image-Image mAP: 55.1. Result ID: 69c1246947f34ce924a9a063. [Reporting paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"PE-Core-B-16","Latency (ms)":"8 ± 1"}. This record does not assert independent reproduction. ### PCA← mAP: 54.2. Result ID: 69ba5d0e47f34ce924a413cb. [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: 53.8. Result ID: 69ba5d0e47f34ce924a413c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"B/32","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### Original mAP: 53.7. Result ID: 69ba5d0e47f34ce924a413cc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SLIP","ViT":"B/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### Original mAP: 53.3. Result ID: 69ba5d0e47f34ce924a413c9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SigLIP","ViT":"B/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### PCA← mAP: 53.2. Result ID: 69ba5d0e47f34ce924a413ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SLIP","ViT":"B/16","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### OTI mAP: 52.9. Result ID: 69ba5d0e47f34ce924a413ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SigLIP","ViT":"B/16","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. ### IsoCLIP mAP: 51.5. Result ID: 69c1246947f34ce924a9a059. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-B/32","Latency (ms)":"7 ± 1"}. This record does not assert independent reproduction. ### Image-Image mAP: 51.2. Result ID: 69c1246947f34ce924a9a05a. [Reporting paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-B/16","Latency (ms)":"6 ± 1"}. This record does not assert independent reproduction. ### PCA← mAP: 51.1. Result ID: 69ba5d0e47f34ce924a413d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SigLIP2","ViT":"B/16","Similarity":"⟨I←, I←⟩"}. This record does not assert independent reproduction. ### OTI mAP: 50.6. Result ID: 69ba5d0e47f34ce924a413cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SLIP","ViT":"B/16","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. ### OTI (I→T) mAP: 50.5. Result ID: 69c1246947f34ce924a9a05b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"false","Backbone":"ViT-B/16","Latency (ms)":"1856 ± 56"}. This record does not assert independent reproduction. ### Original mAP: 49.3. Result ID: 69ba5d0e47f34ce924a413c3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"B/32","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### Original mAP: 49.3. Result ID: 69ba5d0e47f34ce924a413cf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SigLIP2","ViT":"B/16","Similarity":"⟨I, I⟩"}. This record does not assert independent reproduction. ### Image-Image mAP: 47.9. Result ID: 69c1246947f34ce924a9a057. [Reporting paper]() Recorded evaluation configuration: {"Intra-modal":"true","Backbone":"ViT-B/32","Latency (ms)":"7 ± 1"}. This record does not assert independent reproduction. ### OTI mAP: 47.2. Result ID: 69ba5d0e47f34ce924a413c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP","ViT":"B/32","Similarity":"⟨T, I⟩"}. This record does not assert independent reproduction. ### OTI (I→T) mAP: 47.2. Result ID: 69c1246947f34ce924a9a058. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Intra-modal":"false","Backbone":"ViT-B/32","Latency (ms)":"1879 ± 35"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.