# Multi-Session Place Recognition on NCLT 26→20 V-32

Source: [Multi-Session Place Recognition on NCLT 26→20 V-32](<https://www.sota2.com/research/sota/multi-session-place-recognition-on-nclt-26-20-v-32>)

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

Data updated: 2026-03-09T07:59:39.184Z

Evaluation of Multi-Session Place Recognition performance on the specific NCLT subset identified as '26→20 V-32', reporting Area Under the Curve (AUC).

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 | Multi-Session Place Recognition |
| Dataset (including any stated split) | NCLT 26→20 V-32 |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [AUC](<https://www.sota2.com/research/sota/multi-session-place-recognition-on-nclt-26-20-v-32.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| BEVPlace++ | 98.1 | Not recorded | 69ae53db2d603e6de3e42837 |
| PROBE | 97.9 | Not recorded | 69ae53db2d603e6de3e42837 |
| LiDAR-Iris | 93.2 | Not recorded | 69ae53db2d603e6de3e42837 |
| SC++ | 93.1 | Not recorded | 69ae53db2d603e6de3e42837 |
| SC | 92.7 | Not recorded | 69ae53db2d603e6de3e42837 |
| RING++ | 82.2 | Not recorded | 69ae53db2d603e6de3e42837 |
| M2DP | 80.8 | Not recorded | 69ae53db2d603e6de3e42837 |
| SOLiD | 78.8 | Not recorded | 69ae53db2d603e6de3e42837 |
| BEVPlace++ | 0.851 | Not recorded | 69ae53db2d603e6de3e42837 |
| LiDAR-Iris | 0.815 | Not recorded | 69ae53db2d603e6de3e42837 |
| PROBE | 0.785 | Not recorded | 69ae53db2d603e6de3e42837 |
| SC | 0.648 | Not recorded | 69ae53db2d603e6de3e42837 |
| SC++ | 0.603 | Not recorded | 69ae53db2d603e6de3e42837 |
| RING++ | 0.291 | Not recorded | 69ae53db2d603e6de3e42837 |
| SOLiD | 0.228 | Not recorded | 69ae53db2d603e6de3e42837 |
| M2DP | 0.214 | Not recorded | 69ae53db2d603e6de3e42837 |

### BEVPlace++

AUC: 98.1. Result ID: 69ae7d596dbb7075b9566944.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ac1e209131cea7ed20.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"true","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### PROBE

AUC: 97.9. Result ID: 69ae7d596dbb7075b9566945.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### LiDAR-Iris

AUC: 93.2. Result ID: 69ae7d596dbb7075b9566940.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d01e209131cea18a06.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### SC++

AUC: 93.1. Result ID: 69ae7d596dbb7075b9566941.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad81e209131cea2aba6.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### SC

AUC: 92.7. Result ID: 69ae7d596dbb7075b956693f.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### RING++

AUC: 82.2. Result ID: 69ae7d596dbb7075b9566942.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf9.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### M2DP

AUC: 80.8. Result ID: 69ae7d596dbb7075b956693e.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### SOLiD

AUC: 78.8. Result ID: 69ae7d596dbb7075b9566943.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75001e209131cea65280.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### BEVPlace++

AUC: 0.851. Result ID: 69ae7d596dbb7075b9566954.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ac1e209131cea7ed20.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"true","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### LiDAR-Iris

AUC: 0.815. Result ID: 69ae7d596dbb7075b9566950.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d01e209131cea18a06.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### PROBE

AUC: 0.785. Result ID: 69ae7d596dbb7075b9566955.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### SC

AUC: 0.648. Result ID: 69ae7d596dbb7075b956694f.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### SC++

AUC: 0.603. Result ID: 69ae7d596dbb7075b9566951.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad81e209131cea2aba6.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### RING++

AUC: 0.291. Result ID: 69ae7d596dbb7075b9566952.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf9.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### SOLiD

AUC: 0.228. Result ID: 69ae7d596dbb7075b9566953.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75001e209131cea65280.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

### M2DP

AUC: 0.214. Result ID: 69ae7d596dbb7075b956694e.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53db2d603e6de3e42837.md>)

Recorded evaluation configuration: {"Distance threshold (dgt)":"10 m","Supervised (trained on KITTI)":"false","Sensor configuration":"V-32"}. This record does not assert independent reproduction.

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