# Image Retrieval on Oxford 5k classic (base) Source: [Image Retrieval on Oxford 5k classic (base)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:33.575Z Evaluation of Image Retrieval performance on the classic (base) configuration of the Oxford 5k 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 Retrieval | | Dataset (including any stated split) | Oxford 5k classic (base) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | CiDeR-FT | 92.6 | Not recorded | 68fa72c21e209131cea586f6 | | CiDeR | 89.9 | Not recorded | 68fa72c21e209131cea586f6 | | GLAM | 89.7 | Not recorded | 68fa72c21e209131cea586f6 | | Radenovic et al. | 87.8 | Not recorded | 68fa72c21e209131cea586f6 | | DIR+RPN | 85.2 | Not recorded | 68fa72c21e209131cea586f6 | | Liao et al. | 80.1 | Not recorded | 68fa72c21e209131cea586f6 | | DIR | 79 | Not recorded | 68fa72c21e209131cea586f6 | | SOLAR | 78.5 | Not recorded | 68fa72c21e209131cea586f6 | | DOLG | 72.8 | Not recorded | 68fa72c21e209131cea586f6 | | Salvador et al. | 67.9 | Not recorded | 68fa72c21e209131cea586f6 | | Chen et al. | 50.2 | Not recorded | 68fa72c21e209131cea586f6 | | Mei et al. | 38.4 | Not recorded | 68fa72c21e209131cea586f6 | ### CiDeR-FT mAP: 92.6. Result ID: 6992939b3a6c3148490fe765. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-101","Pooling":"GeM","Loss":"ArcFace","Fine-tuned":true,"Dimension":"2048"}. This record does not assert independent reproduction. ### CiDeR mAP: 89.9. Result ID: 6992939b3a6c3148490fe764. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-101","Pooling":"GeM","Loss":"ArcFace","Fine-tuned":false,"Dimension":"2048"}. This record does not assert independent reproduction. ### GLAM mAP: 89.7. Result ID: 6992939b3a6c3148490fe75d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-101","Pooling":"GeM","Loss":"ArcFace","Fine-tuned":true,"Dimension":"512"}. This record does not assert independent reproduction. ### Radenovic et al. mAP: 87.8. Result ID: 6992939b3a6c3148490fe75b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-101","Pooling":"GeM","Loss":"Siamese","Fine-tuned":true,"Dimension":"2048"}. This record does not assert independent reproduction. ### DIR+RPN mAP: 85.2. Result ID: 6992939b3a6c3148490fe763. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train Set":"NC-clean","Backbone":"ResNet-101","Pooling":"RMAC","Loss":"Triplet","Fine-tuned":true,"End-to-End":true,"Dimension":"2048"}. This record does not assert independent reproduction. ### Liao et al. mAP: 80.1. Result ID: 6992939b3a6c3148490fe762. [Reporting paper]() Recorded evaluation configuration: {"Train Set":"Oxford, Paris","Backbone":"AlexNet, VGG16","Pooling":"CroW","Loss":"Softmax, Local","Fine-tuned":true,"Dimension":"768"}. This record does not assert independent reproduction. ### DIR mAP: 79. Result ID: 6992939b3a6c3148490fe75a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-101","Pooling":"RMAC","Loss":"Triplet","Fine-tuned":true,"Dimension":"2048"}. This record does not assert independent reproduction. ### SOLAR mAP: 78.5. Result ID: 6992939b3a6c3148490fe75c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-101","Pooling":"GeM","Loss":"Triplet, SOS","Fine-tuned":true,"Dimension":"2048"}. This record does not assert independent reproduction. ### DOLG mAP: 72.8. Result ID: 6992939b3a6c3148490fe75e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-101","Pooling":"GeM,GAP","Loss":"ArcFace","Fine-tuned":true,"Dimension":"512"}. This record does not assert independent reproduction. ### Salvador et al. mAP: 67.9. Result ID: 6992939b3a6c3148490fe760. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"Pascal VOC","Backbone":"VGG16","Pooling":"Global Sum Pooling","Loss":"Softmax, Local","Fine-tuned":true,"Dimension":"512"}. This record does not assert independent reproduction. ### Chen et al. mAP: 50.2. Result ID: 6992939b3a6c3148490fe761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"OpenImageV4","Backbone":"ResNet-50","Pooling":"MAC","Loss":"Softmax, Local","Fine-tuned":true,"Dimension":"2048"}. This record does not assert independent reproduction. ### Mei et al. mAP: 38.4. Result ID: 6992939b3a6c3148490fe75f. [Reporting paper]() Recorded evaluation configuration: {"Train Set":"ImageNet (Off-the-shelf)","Backbone":"ResNet-101","Pooling":"FC","Loss":"Softmax","Fine-tuned":false,"Dimension":"4096"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.