# Sketch-to-Real Person Re-identification on ICFG-PEDES (test)

Source: [Sketch-to-Real Person Re-identification on ICFG-PEDES (test)](<https://www.sota2.com/research/sota/sketch-to-real-person-re-identification-on-icfg-pedes-test>)

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

Data updated: 2026-02-26T06:01:05.370Z

Evaluation of Sketch-to-Real Person Re-identification performance on the test split of the ICFG-PEDES dataset, measured using Rank-based metrics (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 | Sketch-to-Real Person Re-identification |
| Dataset (including any stated split) | ICFG-PEDES (test) |
| Metric | Rank-1 Accuracy (R1) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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 (R1)](<https://www.sota2.com/research/sota/sketch-to-real-person-re-identification-on-icfg-pedes-test.md?metric=Rank-1%20Accuracy%20(R1)>): Higher is better; unit: PERCENT.

- [Rank-5 Accuracy (R5)](<https://www.sota2.com/research/sota/sketch-to-real-person-re-identification-on-icfg-pedes-test.md?metric=Rank-5%20Accuracy%20(R5)>): Higher is better; unit: PERCENT.

- [Rank-10 Accuracy (R10)](<https://www.sota2.com/research/sota/sketch-to-real-person-re-identification-on-icfg-pedes-test.md?metric=Rank-10%20Accuracy%20(R10)>): Higher is better; unit: PERCENT.

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

- [Mean Instance Normalized Precision (mINP)](<https://www.sota2.com/research/sota/sketch-to-real-person-re-identification-on-icfg-pedes-test.md?metric=Mean%20Instance%20Normalized%20Precision%20(mINP)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Rank-1 Accuracy (R1) | Result date | Report paper |
| --- | --- | --- | --- |
| MLLMEmbed-ReID | 88.1 | Not recorded | 6992a4769ebc499c97406bf4 |
| MLLMEmbed-ReID | 87.36 | Not recorded | 6992a4769ebc499c97406bf4 |
| MLLMEmbed-ReID | 81.37 | Not recorded | 6992a4769ebc499c97406bf4 |
| FlexiReID | 79.28 | Not recorded | 6992a4769ebc499c97406bf4 |
| UniReID | 77.47 | Not recorded | 6992a4769ebc499c97406bf4 |
| DALNet | 77.28 | Not recorded | 6992a4769ebc499c97406bf4 |
| Sketch Trans+ | 74.83 | Not recorded | 6992a4769ebc499c97406bf4 |

### MLLMEmbed-ReID

Rank-1 Accuracy (R1): 88.1. Result ID: 699a60085698665ec4e7fe69.

[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/E2C/E2E)":"E2E"}. This record does not assert independent reproduction.

### MLLMEmbed-ReID

Rank-1 Accuracy (R1): 87.36. Result ID: 699a60085698665ec4e7fe68.

[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/E2C/E2E)":"C2C"}. This record does not assert independent reproduction.

### MLLMEmbed-ReID

Rank-1 Accuracy (R1): 81.37. Result ID: 699a60085698665ec4e7fe6a.

[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/E2C/E2E)":"E2C"}. This record does not assert independent reproduction.

### FlexiReID

Rank-1 Accuracy (R1): 79.28. Result ID: 699a60085698665ec4e7fe67.

[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.

### UniReID

Rank-1 Accuracy (R1): 77.47. Result ID: 699a60085698665ec4e7fe66.

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

Recorded evaluation configuration: {"Venue":"CVPR2023"}. This record does not assert independent reproduction.

### DALNet

Rank-1 Accuracy (R1): 77.28. Result ID: 699a60085698665ec4e7fe65.

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

Recorded evaluation configuration: {"Venue":"AAAI2024"}. This record does not assert independent reproduction.

### Sketch Trans+

Rank-1 Accuracy (R1): 74.83. Result ID: 699a60085698665ec4e7fe64.

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

Recorded evaluation configuration: {"Venue":"PAMI2023"}. This record does not assert independent reproduction.

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