# Gait Recognition on CCPG (Rank-1 Accuracy)

Source: [Gait Recognition on CCPG (Rank-1 Accuracy)](<https://www.sota2.com/research/sota/gait-recognition-on-ccpg-rank-1-accuracy>)

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

Data updated: 2026-03-09T07:01:22.418Z

Evaluation of Gait Recognition performance on the CCPG dataset, focusing on Rank-1 Accuracy results for CL, UP, DN, and BG conditions.

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 | Gait Recognition |
| Dataset (including any stated split) | CCPG |
| Metric | Rank-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 23 of 23 |
| 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](<https://www.sota2.com/research/sota/gait-recognition-on-ccpg-rank-1-accuracy.md?metric=Rank-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Rank-1 Acc (CL)](<https://www.sota2.com/research/sota/gait-recognition-on-ccpg-rank-1-accuracy.md?metric=Rank-1%20Acc%20(CL)>): Higher is better; unit: PERCENT.

- [Rank-1 Acc (UP)](<https://www.sota2.com/research/sota/gait-recognition-on-ccpg-rank-1-accuracy.md?metric=Rank-1%20Acc%20(UP)>): Higher is better; unit: PERCENT.

- [Rank-1 Acc (DN)](<https://www.sota2.com/research/sota/gait-recognition-on-ccpg-rank-1-accuracy.md?metric=Rank-1%20Acc%20(DN)>): Higher is better; unit: PERCENT.

- [Rank-1 Acc (BG)](<https://www.sota2.com/research/sota/gait-recognition-on-ccpg-rank-1-accuracy.md?metric=Rank-1%20Acc%20(BG)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Rank-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| XGait | 87.7 | Not recorded | 69ae53f42d603e6de3e429e8 |
| SketchGait | 87.2 | Not recorded | 69ae53f42d603e6de3e429e8 |
| MultiGait++ | 86.9 | Not recorded | 69ae53f42d603e6de3e429e8 |
| SketchGait | 84.9 | Not recorded | 69ae53f42d603e6de3e429e8 |
| BigGait | 82.6 | Not recorded | 69ae53f42d603e6de3e429e8 |
| PSGait | 82.5 | Not recorded | 69ae53f42d603e6de3e429e8 |
| Gait-X | 82 | Not recorded | 69ae53f42d603e6de3e429e8 |
| MultiGait++ | 79.9 | Not recorded | 69ae53f42d603e6de3e429e8 |
| DeepGaitV2 | 79.5 | Not recorded | 69ae53f42d603e6de3e429e8 |
| SkeletonGait++ | 79.1 | Not recorded | 69ae53f42d603e6de3e429e8 |
| DeepGaitV2 | 78.6 | Not recorded | 69ae53f42d603e6de3e429e8 |
| DeepGaitV2 | 73.8 | Not recorded | 69ae53f42d603e6de3e429e8 |
| DeepGaitV2 | 71.9 | Not recorded | 69ae53f42d603e6de3e429e8 |
| GaitBase | 71.6 | Not recorded | 69ae53f42d603e6de3e429e8 |
| GaitGL | 68.3 | Not recorded | 69ae53f42d603e6de3e429e8 |
| GaitPart | 64.3 | Not recorded | 69ae53f42d603e6de3e429e8 |
| BiFusion | 62.6 | Not recorded | 69ae53f42d603e6de3e429e8 |
| GaitSet | 60.2 | Not recorded | 69ae53f42d603e6de3e429e8 |

### XGait

Rank-1 Accuracy: 87.7. Result ID: 69ae70386dbb7075b956041c.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c41e209131cea69d31.md>)

Recorded evaluation configuration: {"Input Modality":"Silh.+Pars."}. This record does not assert independent reproduction.

### SketchGait

Rank-1 Accuracy: 87.2. Result ID: 69ae70386dbb7075b9560420.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

Recorded evaluation configuration: {"Input Modality":"Sket.+Pars.","Edge Detection Method":"TEED"}. This record does not assert independent reproduction.

### MultiGait++

Rank-1 Accuracy: 86.9. Result ID: 69ae70386dbb7075b956041d.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763d1e209131cea6c0bb.md>)

Recorded evaluation configuration: {"Input Modality":"Silh.+Pars."}. This record does not assert independent reproduction.

### SketchGait

Rank-1 Accuracy: 84.9. Result ID: 69ae70386dbb7075b956041e.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

Recorded evaluation configuration: {"Input Modality":"Sket.+Pars.","Edge Detection Method":"M2FP-to-Edge"}. This record does not assert independent reproduction.

### BigGait

Rank-1 Accuracy: 82.6. Result ID: 69ae70386dbb7075b9560414.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c2.md>)

Recorded evaluation configuration: {"Input Modality":"RGB"}. This record does not assert independent reproduction.

### PSGait

Rank-1 Accuracy: 82.5. Result ID: 69ae70386dbb7075b956041b.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780b1e209131cea767ef.md>)

Recorded evaluation configuration: {"Input Modality":"Silh.+Skel."}. This record does not assert independent reproduction.

### Gait-X

Rank-1 Accuracy: 82. Result ID: 69ae70386dbb7075b9560415.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

Recorded evaluation configuration: {"Input Modality":"RGB"}. This record does not assert independent reproduction.

### MultiGait++

Rank-1 Accuracy: 79.9. Result ID: 69ae70386dbb7075b956041f.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763d1e209131cea6c0bb.md>)

Recorded evaluation configuration: {"Input Modality":"Sket.+Pars.","Edge Detection Method":"TEED"}. This record does not assert independent reproduction.

### DeepGaitV2

Rank-1 Accuracy: 79.5. Result ID: 69ae70386dbb7075b9560418.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d21e209131cea53297.md>)

Recorded evaluation configuration: {"Input Modality":"Parsing"}. This record does not assert independent reproduction.

### SkeletonGait++

Rank-1 Accuracy: 79.1. Result ID: 69ae70386dbb7075b956041a.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa718c1e209131cea51ed0.md>)

Recorded evaluation configuration: {"Input Modality":"Silh.+Skel."}. This record does not assert independent reproduction.

### DeepGaitV2

Rank-1 Accuracy: 78.6. Result ID: 69ae70386dbb7075b9560413.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d21e209131cea53297.md>)

Recorded evaluation configuration: {"Input Modality":"Silhouette"}. This record does not assert independent reproduction.

### DeepGaitV2

Rank-1 Accuracy: 73.8. Result ID: 69ae70386dbb7075b9560416.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d21e209131cea53297.md>)

Recorded evaluation configuration: {"Input Modality":"Sketch","Edge Detection Method":"M2FP-to-Edge"}. This record does not assert independent reproduction.

### DeepGaitV2

Rank-1 Accuracy: 71.9. Result ID: 69ae70386dbb7075b9560417.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d21e209131cea53297.md>)

Recorded evaluation configuration: {"Input Modality":"Sketch","Edge Detection Method":"TEED"}. This record does not assert independent reproduction.

### GaitBase

Rank-1 Accuracy: 71.6. Result ID: 69ae70386dbb7075b9560412.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea4235f.md>)

[Implementation](<https://github.com/ShiqiYu/OpenGait>)

Recorded evaluation configuration: {"Input Modality":"Silhouette"}. This record does not assert independent reproduction.

### GaitGL

Rank-1 Accuracy: 68.3. Result ID: 69ae70386dbb7075b9560411.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea385f5.md>)

Recorded evaluation configuration: {"Input Modality":"Silhouette"}. This record does not assert independent reproduction.

### GaitPart

Rank-1 Accuracy: 64.3. Result ID: 69ae70386dbb7075b9560410.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

Recorded evaluation configuration: {"Input Modality":"Silhouette"}. This record does not assert independent reproduction.

### BiFusion

Rank-1 Accuracy: 62.6. Result ID: 69ae70386dbb7075b9560419.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c741e209131cea33ff5.md>)

Recorded evaluation configuration: {"Input Modality":"Silh.+Skel."}. This record does not assert independent reproduction.

### GaitSet

Rank-1 Accuracy: 60.2. Result ID: 69ae70386dbb7075b956040f.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f42d603e6de3e429e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65341e209131cea08ec6.md>)

[Implementation](<https://github.com/AbnerHqC/GaitSet>)

Recorded evaluation configuration: {"Input Modality":"Silhouette"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
