# Place Recognition on WildCross Intra-Sequence

Source: [Place Recognition on WildCross Intra-Sequence](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence>)

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

Data updated: 2026-06-12T07:47:39.399Z

Evaluation of Place Recognition performance on the WildCross Intra-Sequence dataset, reporting R@1 and R@5 scores across multiple defined splits (V-01 through V-04, K-01 through K-04) and overall averages.

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 | Place Recognition |
| Dataset (including any stated split) | WildCross Intra-Sequence |
| Metric | Recall@1 (V-01) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Recall@1 (V-01)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(V-01)>): Higher is better; unit: PERCENT.

- [Recall@5 (V-01)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(V-01)>): Higher is better; unit: PERCENT.

- [Recall@1 (V-02)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(V-02)>): Higher is better; unit: PERCENT.

- [Recall@5 (V-02)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(V-02)>): Higher is better; unit: PERCENT.

- [Recall@1 (V-03)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(V-03)>): Higher is better; unit: PERCENT.

- [Recall@5 (V-03)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(V-03)>): Higher is better; unit: PERCENT.

- [Recall@1 (V-04)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(V-04)>): Higher is better; unit: PERCENT.

- [Recall@5 (V-04)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(V-04)>): Higher is better; unit: PERCENT.

- [Recall@1 (K-01)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(K-01)>): Higher is better; unit: PERCENT.

- [Recall@5 (K-01)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(K-01)>): Higher is better; unit: PERCENT.

- [Recall@1 (K-02)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(K-02)>): Higher is better; unit: PERCENT.

- [Recall@5 (K-02)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(K-02)>): Higher is better; unit: PERCENT.

- [Recall@1 (K-03)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(K-03)>): Higher is better; unit: PERCENT.

- [Recall@5 (K-03)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(K-03)>): Higher is better; unit: PERCENT.

- [Recall@1 (K-04)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%401%20(K-04)>): Higher is better; unit: PERCENT.

- [Recall@5 (K-04)](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Recall%405%20(K-04)>): Higher is better; unit: PERCENT.

- [Average Recall@1](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Average%20Recall%401>): Higher is better; unit: PERCENT.

- [Average Recall@5](<https://www.sota2.com/research/sota/place-recognition-on-wildcross-intra-sequence.md?metric=Average%20Recall%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@1 (V-01) | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline fine-tuned | 68.1 | Not recorded | 6a2b928cd33dfb23e783afaf |
| DAD | 64 | Not recorded | 6a2b928cd33dfb23e783afaf |
| Baseline | 50.64 | Not recorded | 6a2b928cd33dfb23e783afaf |

### Baseline fine-tuned

Recall@1 (V-01): 68.1. Result ID: 6a2bb986fbc373592c29de50.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b928cd33dfb23e783afaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d51e209131cea5e630.md>)

[Implementation](<https://github.com/serizba/salad>)

Recorded evaluation configuration: {"Backbone":"DINOv2","Pooling module":"SALAD","Evaluation protocol":"zero-shot","Fine-tuned component":"RGB patch embedder"}. This record does not assert independent reproduction.

### DAD

Recall@1 (V-01): 64. Result ID: 6a2bb986fbc373592c29de51.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b928cd33dfb23e783afaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2b928cd33dfb23e783afaf.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2","Pooling module":"SALAD","Evaluation protocol":"zero-shot","Input":"RGB and depth"}. This record does not assert independent reproduction.

### Baseline

Recall@1 (V-01): 50.64. Result ID: 6a2bb986fbc373592c29de4f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b928cd33dfb23e783afaf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d51e209131cea5e630.md>)

[Implementation](<https://github.com/serizba/salad>)

Recorded evaluation configuration: {"Backbone":"DINOv2","Pooling module":"SALAD","Evaluation protocol":"zero-shot","Mode":"frozen pre-trained"}. This record does not assert independent reproduction.

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