# Sentence Retrieval on Flickr30K Source: [Sentence Retrieval on Flickr30K]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:21.555Z Evaluation of Sentence Retrieval performance on the Flickr30K dataset, measured using R@K and Median Rank metrics. 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 | Sentence Retrieval | | Dataset (including any stated split) | Flickr30K | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [R@1](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. - [Median Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | RTP (weighted distance) | 3740 | Not recorded | 68fa62111e209131ce9f730b | | RTP (SAE) | 3670 | Not recorded | 68fa62111e209131ce9f730b | | m-RNN-vgg | 3540 | Not recorded | 68fa62111e209131ce9f730b | | FV (GMM+HGLMM) | 3500 | Not recorded | 68fa62111e209131ce9f730b | | FV (HGLMM) | 3440 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNENS | 3360 | Not recorded | 68fa62111e209131ce9f730b | | FV (GMM) | 3300 | Not recorded | 68fa62111e209131ce9f730b | | FV (LMM) | 3250 | Not recorded | 68fa62111e209131ce9f730b | | RTP (joint training) | 3100 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNst | 2700 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNphs | 2500 | Not recorded | 68fa62111e209131ce9f730b | | FV (Mean Vec) | 2480 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNphl | 2390 | Not recorded | 68fa62111e209131ce9f730b | | MNLM-vgg | 2300 | Not recorded | 68fa62111e209131ce9f730b | | DVSA (BRNN) | 2220 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNwd | 2130 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNENS | 2010 | Not recorded | 68fa62111e209131ce9f730b | | DVSA (DepTree) | 2000 | Not recorded | 68fa62111e209131ce9f730b | | m-RNN | 1840 | Not recorded | 68fa62111e209131ce9f730b | | NIC | 1700 | Not recorded | 68fa62111e209131ce9f730b | | DCCA | 1670 | Not recorded | 68fa62111e209131ce9f730b | | MNLM | 1480 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNst | 1480 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNphs | 1440 | Not recorded | 68fa62111e209131ce9f730b | | Deep Fragment | 1420 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNphl | 1380 | Not recorded | 68fa62111e209131ce9f730b | | m-CNNwd | 1270 | Not recorded | 68fa62111e209131ce9f730b | | RVP (T+I) | 1210 | Not recorded | 68fa62111e209131ce9f730b | | RVP (T) | 1190 | Not recorded | 68fa62111e209131ce9f730b | | SDT RNN | 960 | Not recorded | 68fa62111e209131ce9f730b | | DeViSE | 450 | Not recorded | 68fa62111e209131ce9f730b | | Random Ranking | 10 | Not recorded | 68fa62111e209131ce9f730b | ### RTP (weighted distance) R@1: 3740. Result ID: 698bd1247a967eddb77194d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RTP (SAE) R@1: 3670. Result ID: 698bd1247a967eddb77194d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-RNN-vgg R@1: 3540. Result ID: 698bd1247a967eddb77194ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### FV (GMM+HGLMM) R@1: 3500. Result ID: 698bd1247a967eddb77194d9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FV (HGLMM) R@1: 3440. Result ID: 698bd1247a967eddb77194d8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-CNNENS R@1: 3360. Result ID: 698bd1247a967eddb77194e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### FV (GMM) R@1: 3300. Result ID: 698bd1247a967eddb77194d6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FV (LMM) R@1: 3250. Result ID: 698bd1247a967eddb77194d7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RTP (joint training) R@1: 3100. Result ID: 698bd1247a967eddb77194d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-CNNst R@1: 2700. Result ID: 698bd1247a967eddb77194e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### m-CNNphs R@1: 2500. Result ID: 698bd1247a967eddb77194e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### FV (Mean Vec) R@1: 2480. Result ID: 698bd1247a967eddb77194d5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-CNNphl R@1: 2390. Result ID: 698bd1247a967eddb77194e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### MNLM-vgg R@1: 2300. Result ID: 698bd1247a967eddb77194c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### DVSA (BRNN) R@1: 2220. Result ID: 698bd1247a967eddb77194cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-CNNwd R@1: 2130. Result ID: 698bd1247a967eddb77194df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### m-CNNENS R@1: 2010. Result ID: 698bd1247a967eddb77194de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"OverFeat"}. This record does not assert independent reproduction. ### DVSA (DepTree) R@1: 2000. Result ID: 698bd1247a967eddb77194ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-RNN R@1: 1840. Result ID: 698bd1247a967eddb77194c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NIC R@1: 1700. Result ID: 698bd1247a967eddb77194d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCCA R@1: 1670. Result ID: 698bd1247a967eddb77194d0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNLM R@1: 1480. Result ID: 698bd1247a967eddb77194c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-CNNst R@1: 1480. Result ID: 698bd1247a967eddb77194dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"OverFeat"}. This record does not assert independent reproduction. ### m-CNNphs R@1: 1440. Result ID: 698bd1247a967eddb77194db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"OverFeat"}. This record does not assert independent reproduction. ### Deep Fragment R@1: 1420. Result ID: 698bd1247a967eddb77194cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### m-CNNphl R@1: 1380. Result ID: 698bd1247a967eddb77194dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"OverFeat"}. This record does not assert independent reproduction. ### m-CNNwd R@1: 1270. Result ID: 698bd1247a967eddb77194da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"OverFeat"}. This record does not assert independent reproduction. ### RVP (T+I) R@1: 1210. Result ID: 698bd1247a967eddb77194cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RVP (T) R@1: 1190. Result ID: 698bd1247a967eddb77194cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SDT RNN R@1: 960. Result ID: 698bd1247a967eddb77194c6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeViSE R@1: 450. Result ID: 698bd1247a967eddb77194c5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Ranking R@1: 10. Result ID: 698bd1247a967eddb77194c4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.