# Text-based Person Re-identification on CUHK-PEDES coarse-grained (test) Source: [Text-based Person Re-identification on CUHK-PEDES coarse-grained (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:04.534Z Evaluation of Text-based Person Re-identification performance on the test split of the coarse-grained version of the CUHK-PEDES dataset, measured using 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-based Person Re-identification | | Dataset (including any stated split) | CUHK-PEDES coarse-grained (test) | | Metric | Rank-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Rank-5 Accuracy](): Higher is better; unit: PERCENT. - [Rank-10 Accuracy](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. - [mINP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Rank-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ICL | 79.06 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 78.18 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 77.91 | Not recorded | 68fa795b1e209131cea7d3d8 | | NAM | 77.47 | Not recorded | 68fa795b1e209131cea7d3d8 | | APTM | 76.53 | Not recorded | 68fa795b1e209131cea7d3d8 | | RaSa | 76.51 | Not recorded | 68fa795b1e209131cea7d3d8 | | ICL | 76.41 | Not recorded | 68fa795b1e209131cea7d3d8 | | RDE | 75.94 | Not recorded | 68fa795b1e209131cea7d3d8 | | CFAM | 75.6 | Not recorded | 68fa795b1e209131cea7d3d8 | | IRRA | 74.05 | Not recorded | 68fa795b1e209131cea7d3d8 | | TBPS | 73.54 | Not recorded | 68fa795b1e209131cea7d3d8 | | IRRA | 73.38 | Not recorded | 68fa795b1e209131cea7d3d8 | | CFine | 69.57 | Not recorded | 68fa795b1e209131cea7d3d8 | | LCR2S | 67.36 | Not recorded | 68fa795b1e209131cea7d3d8 | | IVT | 65.69 | Not recorded | 68fa795b1e209131cea7d3d8 | ### ICL Rank-1 Accuracy: 79.06. Result ID: 6995dc523badfaffe6e2fb0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":true,"THI":true}. This record does not assert independent reproduction. ### ICL Rank-1 Accuracy: 78.18. Result ID: 6995dc523badfaffe6e2fb0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":true,"THI":false}. This record does not assert independent reproduction. ### ICL Rank-1 Accuracy: 77.91. Result ID: 6995dc523badfaffe6e2fb08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":false,"THI":true}. This record does not assert independent reproduction. ### NAM Rank-1 Accuracy: 77.47. Result ID: 6995dc523badfaffe6e2fb0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":true,"THI":false}. This record does not assert independent reproduction. ### APTM Rank-1 Accuracy: 76.53. Result ID: 6995dc523badfaffe6e2fb0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"Swin-B","Text Enc.":"BERT","ReID-domain pre-training":true,"THI":false}. This record does not assert independent reproduction. ### RaSa Rank-1 Accuracy: 76.51. Result ID: 6995dc523badfaffe6e2fb02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"Swin-B","Text Enc.":"BERT","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### ICL Rank-1 Accuracy: 76.41. Result ID: 6995dc523badfaffe6e2fb07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### RDE Rank-1 Accuracy: 75.94. Result ID: 6995dc523badfaffe6e2fb06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### CFAM Rank-1 Accuracy: 75.6. Result ID: 6995dc523badfaffe6e2fb05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### IRRA Rank-1 Accuracy: 74.05. Result ID: 6995dc523badfaffe6e2fb09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":true,"THI":false}. This record does not assert independent reproduction. ### TBPS Rank-1 Accuracy: 73.54. Result ID: 6995dc523badfaffe6e2fb04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### IRRA Rank-1 Accuracy: 73.38. Result ID: 6995dc523badfaffe6e2fb03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"CLIP-X","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### CFine Rank-1 Accuracy: 69.57. Result ID: 6995dc523badfaffe6e2fb01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Enc.":"CLIP-ViT","Text Enc.":"BERT","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### LCR2S Rank-1 Accuracy: 67.36. Result ID: 6995dc523badfaffe6e2fb00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Enc.":"RN50","Text Enc.":"BERT","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. ### IVT Rank-1 Accuracy: 65.69. Result ID: 6995dc523badfaffe6e2faff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Enc.":"ViT-Base","Text Enc.":"BERT","ReID-domain pre-training":false,"THI":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.