# Person Re-identification on Market-1501 holistic (test)

Source: [Person Re-identification on Market-1501 holistic (test)](<https://www.sota2.com/research/sota/person-re-identification-on-market-1501-holistic-test>)

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

Data updated: 2026-02-26T06:01:01.182Z

Evaluation of Person Re-identification performance on the 'holistic' test split of the Market-1501 dataset, typically measured using Rank-1 and 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 | Person Re-identification |
| Dataset (including any stated split) | Market-1501 holistic (test) |
| Metric | Rank-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

- [Rank-1](<https://www.sota2.com/research/sota/person-re-identification-on-market-1501-holistic-test.md?metric=Rank-1>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/person-re-identification-on-market-1501-holistic-test.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Rank-1 | Result date | Report paper |
| --- | --- | --- | --- |
| PAT | 95.4 | Not recorded | 68fa72361e209131cea54f90 |
| DPEFormer | 95.4 | Not recorded | 68fa72361e209131cea54f90 |
| GASM | 95.3 | Not recorded | 68fa6a981e209131cea29361 |
| PGFL-KD | 95.3 | Not recorded | 68fa6a981e209131cea29361 |
| GCP | 95.2 | Not recorded | 68fa6a981e209131cea29361 |
| FED | 95 | Not recorded | 68fa72361e209131cea54f90 |
| DRL-Net | 94.7 | Not recorded | 68fa72361e209131cea54f90 |
| PRE-Net | 94.5 | Not recorded | 68fa72361e209131cea54f90 |
| Circle | 94.2 | Not recorded | 68fa72361e209131cea54f90 |
| HOREID | 94.2 | Not recorded | 68fa72361e209131cea54f90 |
| HOREID | 94.2 | Not recorded | 68fa6a981e209131cea29361 |
| BOT | 94.1 | Not recorded | 68fa6a981e209131cea29361 |
| Baseline | 94 | Not recorded | 68fa6a981e209131cea29361 |
| AANet | 93.9 | Not recorded | 68fa72361e209131cea54f90 |
| SFT | 93.4 | Not recorded | 68fa72361e209131cea54f90 |
| VPM | 93 | Not recorded | 68fa72361e209131cea54f90 |
| VPM | 93 | Not recorded | 68fa6a981e209131cea29361 |
| SPREID | 92.5 | Not recorded | 68fa6a981e209131cea29361 |
| PCB | 92.3 | Not recorded | 68fa72361e209131cea54f90 |
| OAMN | 92.3 | Not recorded | 68fa72361e209131cea54f90 |
| PCB | 92.3 | Not recorded | 68fa6a981e209131cea29361 |
| MVPM | 91.4 | Not recorded | 68fa72361e209131cea54f90 |
| PGFA | 91.2 | Not recorded | 68fa72361e209131cea54f90 |
| PGFA | 91.2 | Not recorded | 68fa6a981e209131cea29361 |
| MaskReID | 90 | Not recorded | 68fa6a981e209131cea29361 |
| VCFL | 89.3 | Not recorded | 68fa72361e209131cea54f90 |
| PSE | 87.7 | Not recorded | 68fa72361e209131cea54f90 |
| Pose-transfer | 87.7 | Not recorded | 68fa6a981e209131cea29361 |
| PSE | 87.7 | Not recorded | 68fa6a981e209131cea29361 |
| PDC | 84.2 | Not recorded | 68fa6a981e209131cea29361 |
| MGCAM | 83.8 | Not recorded | 68fa6a981e209131cea29361 |
| DSR | 83.6 | Not recorded | 68fa72361e209131cea54f90 |

### PAT

Rank-1: 95.4. Result ID: 6992249a3a6c3148490ce3b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1c1e209131cea25f1a.md>)

Recorded evaluation configuration: {"Backbone":"Transformer","Utilization of external information":false}. This record does not assert independent reproduction.

### DPEFormer

Rank-1: 95.4. Result ID: 6992249a3a6c3148490ce3b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

Recorded evaluation configuration: {"Backbone":"Transformer","Utilization of external information":false}. This record does not assert independent reproduction.

### GASM

Rank-1: 95.3. Result ID: 699ac6a75698665ec45508b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PGFL-KD

Rank-1: 95.3. Result ID: 699ac6a75698665ec45508b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### GCP

Rank-1: 95.2. Result ID: 699ac6a75698665ec45508a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b51e209131cea12014.md>)

[Implementation](<https://cvlab-yonsei.github.io/projects/RRID/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FED

Rank-1: 95. Result ID: 6992249a3a6c3148490ce3b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea328ad.md>)

Recorded evaluation configuration: {"Backbone":"Transformer","Utilization of external information":false}. This record does not assert independent reproduction.

### DRL-Net

Rank-1: 94.7. Result ID: 6992249a3a6c3148490ce3b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a571e209131cea278f1.md>)

Recorded evaluation configuration: {"Backbone":"Transformer","Utilization of external information":false}. This record does not assert independent reproduction.

### PRE-Net

Rank-1: 94.5. Result ID: 6992249a3a6c3148490ce3b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

### Circle

Rank-1: 94.2. Result ID: 6992249a3a6c3148490ce3b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18296.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

### HOREID

Rank-1: 94.2. Result ID: 6992249a3a6c3148490ce3b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159de.md>)

[Implementation](<https://github.com/wangguanan/HOReID>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":true}. This record does not assert independent reproduction.

### HOREID

Rank-1: 94.2. Result ID: 699ac6a75698665ec45508b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159de.md>)

[Implementation](<https://github.com/wangguanan/HOReID>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BOT

Rank-1: 94.1. Result ID: 699ac6a75698665ec45508a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65df1e209131cea0d04b.md>)

[Implementation](<https://github.com/michuanhaohao/reid-strong-baseline>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Baseline

Rank-1: 94. Result ID: 699ac6a75698665ec45508b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65df1e209131cea0d04b.md>)

[Implementation](<https://github.com/michuanhaohao/reid-strong-baseline>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### AANet

Rank-1: 93.9. Result ID: 6992249a3a6c3148490ce3af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b1a.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":true}. This record does not assert independent reproduction.

### SFT

Rank-1: 93.4. Result ID: 6992249a3a6c3148490ce3ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651e1e209131cea087f4.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

### VPM

Rank-1: 93. Result ID: 6992249a3a6c3148490ce3ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65661e209131cea0a048.md>)

[Implementation](<https://github.com/leoxiaobin/deep-high-resolution-net.pytorch>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

### VPM

Rank-1: 93. Result ID: 699ac6a75698665ec45508a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658d1e209131cea0b1a9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SPREID

Rank-1: 92.5. Result ID: 699ac6a75698665ec45508a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64311e209131cea035c3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PCB

Rank-1: 92.3. Result ID: 6992249a3a6c3148490ce3ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ec1e209131cea017e9.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

### OAMN

Rank-1: 92.3. Result ID: 6992249a3a6c3148490ce3ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":true}. This record does not assert independent reproduction.

### PCB

Rank-1: 92.3. Result ID: 699ac6a75698665ec45508a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ec1e209131cea017e9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MVPM

Rank-1: 91.4. Result ID: 6992249a3a6c3148490ce3aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

### PGFA

Rank-1: 91.2. Result ID: 6992249a3a6c3148490ce3a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":true}. This record does not assert independent reproduction.

### PGFA

Rank-1: 91.2. Result ID: 699ac6a75698665ec45508af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MaskReID

Rank-1: 90. Result ID: 699ac6a75698665ec45508ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a01e209131cea0b5ba.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VCFL

Rank-1: 89.3. Result ID: 6992249a3a6c3148490ce3a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667f1e209131cea10a48.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

### PSE

Rank-1: 87.7. Result ID: 6992249a3a6c3148490ce3a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea03587.md>)

[Implementation](<https://github.com/pse-ecn>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":true}. This record does not assert independent reproduction.

### Pose-transfer

Rank-1: 87.7. Result ID: 699ac6a75698665ec45508ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PSE

Rank-1: 87.7. Result ID: 699ac6a75698665ec45508ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea03587.md>)

[Implementation](<https://github.com/pse-ecn>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PDC

Rank-1: 84.2. Result ID: 699ac6a75698665ec45508ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a31e209131ce9fff64.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MGCAM

Rank-1: 83.8. Result ID: 699ac6a75698665ec45508aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a981e209131cea29361.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DSR

Rank-1: 83.6. Result ID: 6992249a3a6c3148490ce3a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c71e209131cea0683d.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Utilization of external information":false}. This record does not assert independent reproduction.

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