# Text-to-Image Person Re-Identification on UFine6926 1.0 (test) Source: [Text-to-Image Person Re-Identification on UFine6926 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:00.731Z Evaluation of Text-to-Image Person Re-Identification performance on the test split of the UFine6926 1.0 dataset, measured using Rank-based metrics (Rank-1, Rank-5, Rank-10), mAP, and mINP. 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 | Text-to-Image Person Re-Identification | | Dataset (including any stated split) | UFine6926 1.0 (test) | | Metric | Rank-1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Rank-1](): Higher is better; unit: PERCENT. - [Rank-5](): Higher is better; unit: PERCENT. - [Rank-10](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. - [mINP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Rank-1 | Result date | Report paper | | --- | --- | --- | --- | | ICL | 91.78 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 91.02 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 90.67 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 89.17 | Not recorded | 68fa795b1e209131cea7d3d8 | | CFAM | 88.51 | Not recorded | 68fa795b1e209131cea7d3d8 | | RDE | 87.6 | Not recorded | 68fa795b1e209131cea7d3d8 | | CFAM | 85.55 | Not recorded | 68fa795b1e209131cea7d3d8 | | IRRA | 85.02 | Not recorded | 68fa795b1e209131cea7d3d8 | | SSAN | 75.09 | Not recorded | 68fa795b1e209131cea7d3d8 | | LGUR | 70.69 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 57.76 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 46.4 | Not recorded | 68fa795b1e209131cea7d3d8 | | RDE | 40.37 | Not recorded | 68fa795b1e209131cea7d3d8 | | IRRA | 37.51 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 31.23 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 23.89 | Not recorded | 68fa795b1e209131cea7d3d8 | | RDE | 14 | Not recorded | 68fa795b1e209131cea7d3d8 | | IRRA | 13.21 | Not recorded | 68fa795b1e209131cea7d3d8 | ### ICL Rank-1: 91.78. Result ID: 6995dc523badfaffe6e2fada. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ReID-domain pre-training":true,"THI":true}. This record does not assert independent reproduction. ### ICL Rank-1: 91.02. Result ID: 6995dc523badfaffe6e2fad9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ReID-domain pre-training":true,"THI":false}. This record does not assert independent reproduction. ### ICL Rank-1: 90.67. Result ID: 6995dc523badfaffe6e2fad8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ReID-domain pre-training":false,"THI":true}. This record does not assert independent reproduction. ### ICL Rank-1: 89.17. Result ID: 6995dc523badfaffe6e2fad7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### CFAM Rank-1: 88.51. Result ID: 6995dc523badfaffe6e2fad6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### RDE Rank-1: 87.6. Result ID: 6995dc523badfaffe6e2fad4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFAM Rank-1: 85.55. Result ID: 6995dc523badfaffe6e2fad5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### IRRA Rank-1: 85.02. Result ID: 6995dc523badfaffe6e2fad3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSAN Rank-1: 75.09. Result ID: 6995dc523badfaffe6e2fad2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGUR Rank-1: 70.69. Result ID: 6995dc523badfaffe6e2fad1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL Rank-1: 57.76. Result ID: 6995dc523badfaffe6e2fabc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"CUHK-PEDES","Task-specific Human-centric Interaction (THI)":true}. This record does not assert independent reproduction. ### ICL Rank-1: 46.4. Result ID: 6995dc523badfaffe6e2fabb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"CUHK-PEDES","Task-specific Human-centric Interaction (THI)":false}. This record does not assert independent reproduction. ### RDE Rank-1: 40.37. Result ID: 6995dc523badfaffe6e2faba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"CUHK-PEDES","Task-specific Human-centric Interaction (THI)":false}. This record does not assert independent reproduction. ### IRRA Rank-1: 37.51. Result ID: 6995dc523badfaffe6e2fab9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"CUHK-PEDES","Task-specific Human-centric Interaction (THI)":false}. This record does not assert independent reproduction. ### ICL Rank-1: 31.23. Result ID: 6995dc523badfaffe6e2fac4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"RSTPReid","Task-specific Human-centric Interaction (THI)":true}. This record does not assert independent reproduction. ### ICL Rank-1: 23.89. Result ID: 6995dc523badfaffe6e2fac3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"RSTPReid","Task-specific Human-centric Interaction (THI)":false}. This record does not assert independent reproduction. ### RDE Rank-1: 14. Result ID: 6995dc523badfaffe6e2fac2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"RSTPReid","Task-specific Human-centric Interaction (THI)":false}. This record does not assert independent reproduction. ### IRRA Rank-1: 13.21. Result ID: 6995dc523badfaffe6e2fac1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Training Set":"RSTPReid","Task-specific Human-centric Interaction (THI)":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.