# Image Retrieval on Oxford Revisited (Hard) Source: [Image Retrieval on Oxford Revisited (Hard)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:33.823Z Evaluation of Image Retrieval performance on the Oxford Revisited (Hard) dataset, typically measured using mAP and mP@10. 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 Revisited (Hard) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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. - [mP@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | CiDeR-FT | 58.9 | Not recorded | 68fa72c21e209131cea586f6 | | HesAffNet-HardNet++-HQE+SV | 53.3 | Not recorded | 68fa64bc1e209131cea06297 | | ResNet50-DELF–HQE+SV | 50.3 | Not recorded | 68fa64bc1e209131cea06297 | | HesAff-RootSIFT–HQE+SV | 49.7 | Not recorded | 68fa64bc1e209131cea06297 | | R-ASMK\*+SP | 48.5 | Not recorded | 68fa72c21e209131cea586f6 | | HesAffNet-HardNet++-HQE | 47.5 | Not recorded | 68fa64bc1e209131cea06297 | | R-ASMK\* | 45.6 | Not recorded | 68fa72c21e209131cea586f6 | | ResNet101-R-MAC+DFS | 44.7 | Not recorded | 68fa64bc1e209131cea06297 | | DELF-ASMK\*+SP | 43.1 | Not recorded | 68fa72c21e209131cea586f6 | | CiDeR | 42.4 | Not recorded | 68fa72c21e209131cea586f6 | | HesAff-RootSIFT-HQE | 41.3 | Not recorded | 68fa64bc1e209131cea06297 | | ResNet101-GeM+αQE | 40.7 | Not recorded | 68fa64bc1e209131cea06297 | | AGEM | 40.7 | Not recorded | 68fa72c21e209131cea586f6 | | ResNet101-GeM+DFS | 40.5 | Not recorded | 68fa64bc1e209131cea06297 | | GLAM | 39.5 | Not recorded | 68fa72c21e209131cea586f6 | | Radenovic et al. | 38.5 | Not recorded | 68fa72c21e209131cea586f6 | | HesAff-rSIFT-ASMK\*+SP | 36.7 | Not recorded | 68fa72c21e209131cea586f6 | | SOLAR | 27.1 | Not recorded | 68fa72c21e209131cea586f6 | | DIR | 25.5 | Not recorded | 68fa72c21e209131cea586f6 | | DINO | 24.3 | Not recorded | 68fa6a071e209131cea2594c | | RN101+R-MAC | 18.5 | Not recorded | 68fa6a071e209131cea2594c | | DOLG | 18.1 | Not recorded | 68fa72c21e209131cea586f6 | | MSN | 15.1 | Not recorded | 68fa733f1e209131cea5b3cc | | iBOT-vMF | 13.8 | Not recorded | 68fa733f1e209131cea5b3cc | | DINO | 13.7 | Not recorded | 68fa6a071e209131cea2594c | | iBOT | 13.4 | Not recorded | 68fa733f1e209131cea5b3cc | | DINO | 13 | Not recorded | 68fa733f1e209131cea5b3cc | | DINO-vMF | 12.6 | Not recorded | 68fa733f1e209131cea5b3cc | | DINO-vMF | 12.5 | Not recorded | 68fa733f1e209131cea5b3cc | | MSN | 11.8 | Not recorded | 68fa733f1e209131cea5b3cc | | DINO | 11.1 | Not recorded | 68fa6a071e209131cea2594c | | DINO | 10.8 | Not recorded | 68fa733f1e209131cea5b3cc | | ViT-S/16 | 8.9 | Not recorded | 68fa6a071e209131cea2594c | ### CiDeR-FT mAP: 58.9. Result ID: 6992939b3a6c3148490fe794. [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. ### HesAffNet-HardNet++-HQE+SV mAP: 53.3. Result ID: 698c88f60b614d12cff1606b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Detector":"HesAffNet (Hessian + AffNet)","Descriptor":"HardNet++","Query Expansion":"HQE","Spatial Verification":true}. This record does not assert independent reproduction. ### ResNet50-DELF–HQE+SV mAP: 50.3. Result ID: 698c88f60b614d12cff16067. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Local Feature":"DELF","Query Expansion":"HQE","Spatial Verification":true}. This record does not assert independent reproduction. ### HesAff-RootSIFT–HQE+SV mAP: 49.7. Result ID: 698c88f60b614d12cff16069. [Reporting paper]() Recorded evaluation configuration: {"Detector":"Hessian-Affine","Descriptor":"RootSIFT","Query Expansion":"HQE","Spatial Verification":true}. This record does not assert independent reproduction. ### R-ASMK\*+SP mAP: 48.5. Result ID: 6992939b3a6c3148490fe78c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"NC-clean","Backbone":"ResNet-50","Pooling":"Softmax, Local","Fine-tuned":true}. This record does not assert independent reproduction. ### HesAffNet-HardNet++-HQE mAP: 47.5. Result ID: 698c88f60b614d12cff1606a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Detector":"HesAffNet (Hessian + AffNet)","Descriptor":"HardNet++","Query Expansion":"HQE"}. This record does not assert independent reproduction. ### R-ASMK\* mAP: 45.6. Result ID: 6992939b3a6c3148490fe78b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train Set":"NC-clean","Backbone":"ResNet-50","Pooling":"Softmax, Local","Fine-tuned":true}. This record does not assert independent reproduction. ### ResNet101-R-MAC+DFS mAP: 44.7. Result ID: 698c88f60b614d12cff16066. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Pooling":"R-MAC","Re-ranking":"DFS (Global Diffusion)"}. This record does not assert independent reproduction. ### DELF-ASMK\*+SP mAP: 43.1. Result ID: 6992939b3a6c3148490fe78a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-50","Pooling":"Softmax","Fine-tuned":false}. This record does not assert independent reproduction. ### CiDeR mAP: 42.4. Result ID: 6992939b3a6c3148490fe793. [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. ### HesAff-RootSIFT-HQE mAP: 41.3. Result ID: 698c88f60b614d12cff16068. [Reporting paper]() Recorded evaluation configuration: {"Detector":"Hessian-Affine","Descriptor":"RootSIFT","Query Expansion":"HQE"}. This record does not assert independent reproduction. ### ResNet101-GeM+αQE mAP: 40.7. Result ID: 698c88f60b614d12cff16064. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Pooling":"GeM","Query Expansion":"αQE"}. This record does not assert independent reproduction. ### AGEM mAP: 40.7. Result ID: 6992939b3a6c3148490fe78f. [Reporting paper]() [Method origin paper]() 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. ### ResNet101-GeM+DFS mAP: 40.5. Result ID: 698c88f60b614d12cff16065. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Pooling":"GeM","Re-ranking":"DFS (Global Diffusion)"}. This record does not assert independent reproduction. ### GLAM mAP: 39.5. Result ID: 6992939b3a6c3148490fe791. [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: 38.5. Result ID: 6992939b3a6c3148490fe78e. [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. ### HesAff-rSIFT-ASMK\*+SP mAP: 36.7. Result ID: 6992939b3a6c3148490fe789. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train Set":"SfM-120k","Backbone":"ResNet-50","Fine-tuned":false}. This record does not assert independent reproduction. ### SOLAR mAP: 27.1. Result ID: 6992939b3a6c3148490fe790. [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. ### DIR mAP: 25.5. Result ID: 6992939b3a6c3148490fe78d. [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. ### DINO mAP: 24.3. Result ID: 698e00c8ffc3901de09a12da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch.":"ViT-S/16","Pretrain Dataset":"GLDv2"}. This record does not assert independent reproduction. ### RN101+R-MAC mAP: 18.5. Result ID: 698e00c8ffc3901de09a12d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain":"Supervised","Pretrain Dataset":"ImNet"}. This record does not assert independent reproduction. ### DOLG mAP: 18.1. Result ID: 6992939b3a6c3148490fe792. [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. ### MSN mAP: 15.1. Result ID: 6992b18e3a6c31484910c793. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Small/16"}. This record does not assert independent reproduction. ### iBOT-vMF mAP: 13.8. Result ID: 6992b18e3a6c31484910c78f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Base/16"}. This record does not assert independent reproduction. ### DINO mAP: 13.7. Result ID: 698e00c8ffc3901de09a12d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch.":"ViT-S/16","Pretrain Dataset":"ImNet"}. This record does not assert independent reproduction. ### iBOT mAP: 13.4. Result ID: 6992b18e3a6c31484910c78e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base/16"}. This record does not assert independent reproduction. ### DINO mAP: 13. Result ID: 6992b18e3a6c31484910c791. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Small/16"}. This record does not assert independent reproduction. ### DINO-vMF mAP: 12.6. Result ID: 6992b18e3a6c31484910c792. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Small/16"}. This record does not assert independent reproduction. ### DINO-vMF mAP: 12.5. Result ID: 6992b18e3a6c31484910c78d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Base/16"}. This record does not assert independent reproduction. ### MSN mAP: 11.8. Result ID: 6992b18e3a6c31484910c790. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Base/16"}. This record does not assert independent reproduction. ### DINO mAP: 11.1. Result ID: 698e00c8ffc3901de09a12d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch.":"ResNet-50","Pretrain Dataset":"ImNet"}. This record does not assert independent reproduction. ### DINO mAP: 10.8. Result ID: 6992b18e3a6c31484910c78c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-Base/16"}. This record does not assert independent reproduction. ### ViT-S/16 mAP: 8.9. Result ID: 698e00c8ffc3901de09a12d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain":"Supervised","Pretrain Dataset":"ImNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.