# Infrared-to-Real Person Re-identification on RSTPReid (test)

Source: [Infrared-to-Real Person Re-identification on RSTPReid (test)](<https://www.sota2.com/research/sota/infrared-to-real-person-re-identification-on-rstpreid-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:59:16.679Z

Evaluation of Infrared-to-Real Person Re-identification performance on the test split of the RSTPReid dataset, measured using R1, R5, R10, mAP, mINP, and Avg. 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 | Infrared-to-Real Person Re-identification |
| Dataset (including any stated split) | RSTPReid (test) |
| Metric | R1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [R1](<https://www.sota2.com/research/sota/infrared-to-real-person-re-identification-on-rstpreid-test.md?metric=R1>): Higher is better; unit: PERCENT.

- [R5](<https://www.sota2.com/research/sota/infrared-to-real-person-re-identification-on-rstpreid-test.md?metric=R5>): Higher is better; unit: PERCENT.

- [R10](<https://www.sota2.com/research/sota/infrared-to-real-person-re-identification-on-rstpreid-test.md?metric=R10>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/infrared-to-real-person-re-identification-on-rstpreid-test.md?metric=mAP>): Higher is better; unit: PERCENT.

- [mINP](<https://www.sota2.com/research/sota/infrared-to-real-person-re-identification-on-rstpreid-test.md?metric=mINP>): Higher is better; unit: PERCENT.

- [Avg. mAP](<https://www.sota2.com/research/sota/infrared-to-real-person-re-identification-on-rstpreid-test.md?metric=Avg.%20mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R1 | Result date | Report paper |
| --- | --- | --- | --- |
| MLLMEmbed-ReID | 85.89 | Not recorded | 6992a4769ebc499c97406bf4 |
| MLLMEmbed-ReID | 85.81 | Not recorded | 6992a4769ebc499c97406bf4 |
| MLLMEmbed-ReID | 85.01 | Not recorded | 6992a4769ebc499c97406bf4 |
| FlexiReID | 75.36 | Not recorded | 6992a4769ebc499c97406bf4 |
| SDCL | 74.67 | Not recorded | 6992a4769ebc499c97406bf4 |
| GUR | 73.42 | Not recorded | 6992a4769ebc499c97406bf4 |

### MLLMEmbed-ReID

R1: 85.89. Result ID: 699a60085698665ec4e7fe82.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

Recorded evaluation configuration: {"Query-Gallery feature type (C2C/E2E/E2C)":"E2E"}. This record does not assert independent reproduction.

### MLLMEmbed-ReID

R1: 85.81. Result ID: 699a60085698665ec4e7fe81.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

Recorded evaluation configuration: {"Query-Gallery feature type (C2C/E2E/E2C)":"C2C"}. This record does not assert independent reproduction.

### MLLMEmbed-ReID

R1: 85.01. Result ID: 699a60085698665ec4e7fe83.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

Recorded evaluation configuration: {"Query-Gallery feature type (C2C/E2E/E2C)":"E2C"}. This record does not assert independent reproduction.

### FlexiReID

R1: 75.36. Result ID: 699a60085698665ec4e7fe80.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d5c1.md>)

Recorded evaluation configuration: {"Venue":"ICML2025"}. This record does not assert independent reproduction.

### SDCL

R1: 74.67. Result ID: 699a60085698665ec4e7fe7f.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

Recorded evaluation configuration: {"Venue":"CVPR2024"}. This record does not assert independent reproduction.

### GUR

R1: 73.42. Result ID: 699a60085698665ec4e7fe7e.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf4.md>)

Recorded evaluation configuration: {"Venue":"ICCV2023"}. This record does not assert independent reproduction.

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