# Audio-driven Navigation on Matterport3D (Unheard)

Source: [Audio-driven Navigation on Matterport3D (Unheard)](<https://www.sota2.com/research/sota/audio-driven-navigation-on-matterport3d-unheard>)

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

Data updated: 2026-04-08T07:42:13.261Z

Evaluation of Audio-driven Navigation performance on the Matterport3D (Unheard) dataset, reporting metrics such as SPL, SR, and SNA.

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 | Audio-driven Navigation |
| Dataset (including any stated split) | Matterport3D (Unheard) |
| Metric | SPL |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [SPL](<https://www.sota2.com/research/sota/audio-driven-navigation-on-matterport3d-unheard.md?metric=SPL>): Higher is better; unit: SCALAR.

- [SR](<https://www.sota2.com/research/sota/audio-driven-navigation-on-matterport3d-unheard.md?metric=SR>): Higher is better; unit: PERCENT.

- [SNA](<https://www.sota2.com/research/sota/audio-driven-navigation-on-matterport3d-unheard.md?metric=SNA>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SPL | Result date | Report paper |
| --- | --- | --- | --- |
| ASGF-Nav | 52.2 | Not recorded | 69d33e0e7d0172140ec736e2 |
| ORAN | 50.8 | Not recorded | 69d5e11f7d0172140ec75aec |
| AV-WaN + BDATP | 44 | Not recorded | 69d5e11f7d0172140ec75aec |
| Dav-NaV | 42.4 | Not recorded | 69d5e11f7d0172140ec75aec |
| SA2GVAN | 42.3 | Not recorded | 69d5e11f7d0172140ec75aec |
| ASGF-Nav | 41.4 | Not recorded | 69d33e0e7d0172140ec736e2 |
| AV-WAN | 40.9 | Not recorded | 69d33e0e7d0172140ec736e2 |
| AV-WaN | 40.9 | Not recorded | 69d5e11f7d0172140ec75aec |
| SACF | 39.6 | Not recorded | 69d33e0e7d0172140ec736e3 |
| AV-NaV + BDATP | 37.9 | Not recorded | 69d5e11f7d0172140ec75aec |
| ASGF-Nav | 31.6 | Not recorded | 69d33e0e7d0172140ec736e2 |
| AGSA | 26.2 | Not recorded | 69d33e0e7d0172140ec736e2 |
| SoundSpaces | 25.9 | Not recorded | 69d33e0e7d0172140ec736e2 |
| RAVN | 25.9 | Not recorded | 69d33e0e7d0172140ec736e4 |
| AV-Nav | 25 | Not recorded | 69d33e0e7d0172140ec736e4 |
| AV-NaV | 21.9 | Not recorded | 69d5e11f7d0172140ec75aec |
| SoundSpaces | 20.4 | Not recorded | 69d33e0e7d0172140ec736e3 |
| SAVi | 20.4 | Not recorded | 69d5e11f7d0172140ec75aec |
| Direction Follower | 13.9 | Not recorded | 69d33e0e7d0172140ec736e2 |
| Direction Follower | 13.9 | Not recorded | 69d33e0e7d0172140ec736e4 |
| Direction Follower | 13.9 | Not recorded | 69d5e11f7d0172140ec75aec |
| Frontier Waypoints | 10.9 | Not recorded | 69d33e0e7d0172140ec736e4 |
| Gan et al. | 5 | Not recorded | 69d33e0e7d0172140ec736e2 |
| Gan et al. | 5 | Not recorded | 69d33e0e7d0172140ec736e4 |
| Supervised Waypoints | 4.1 | Not recorded | 69d33e0e7d0172140ec736e4 |
| Random Agent | 2.1 | Not recorded | 69d33e0e7d0172140ec736e2 |
| Random Agent | 2.1 | Not recorded | 69d33e0e7d0172140ec736e4 |
| Random Agent | 2.1 | Not recorded | 69d5e11f7d0172140ec75aec |

### ASGF-Nav

SPL: 52.2. Result ID: 69d361ca47f34ce924bad982.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

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

### ORAN

SPL: 50.8. Result ID: 69d606cc47f34ce924be47cb.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70601e209131cea4ab11.md>)

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

### AV-WaN + BDATP

SPL: 44. Result ID: 69d606cc47f34ce924be47cf.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

Recorded evaluation configuration: {"module":"BDATP"}. This record does not assert independent reproduction.

### Dav-NaV

SPL: 42.4. Result ID: 69d606cc47f34ce924be47c9.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e461e209131cea3ee42.md>)

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

### SA2GVAN

SPL: 42.3. Result ID: 69d606cc47f34ce924be47ca.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc61e209131cea47560.md>)

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

### ASGF-Nav

SPL: 41.4. Result ID: 69d361ca47f34ce924bad984.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

Recorded evaluation configuration: {"Ablation":"w/o ASE"}. This record does not assert independent reproduction.

### AV-WAN

SPL: 40.9. Result ID: 69d361ca47f34ce924bad97f.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### AV-WaN

SPL: 40.9. Result ID: 69d606cc47f34ce924be47ce.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### SACF

SPL: 39.6. Result ID: 69d361e847f34ce924bada09.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e3.md>)

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

### AV-NaV + BDATP

SPL: 37.9. Result ID: 69d606cc47f34ce924be47cd.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

Recorded evaluation configuration: {"module":"BDATP"}. This record does not assert independent reproduction.

### ASGF-Nav

SPL: 31.6. Result ID: 69d361ca47f34ce924bad983.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

Recorded evaluation configuration: {"Ablation":"w/o ASGF"}. This record does not assert independent reproduction.

### AGSA

SPL: 26.2. Result ID: 69d361ca47f34ce924bad980.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b701e209131cea8870e.md>)

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

### SoundSpaces

SPL: 25.9. Result ID: 69d361ca47f34ce924bad981.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1aca1.md>)

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

### RAVN

SPL: 25.9. Result ID: 69d3620747f34ce924bada8f.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

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

### AV-Nav

SPL: 25. Result ID: 69d3620747f34ce924bada8e.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1aca1.md>)

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

### AV-NaV

SPL: 21.9. Result ID: 69d606cc47f34ce924be47cc.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1aca1.md>)

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

### SoundSpaces

SPL: 20.4. Result ID: 69d361e847f34ce924bada08.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1aca1.md>)

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

### SAVi

SPL: 20.4. Result ID: 69d606cc47f34ce924be47c8.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23565.md>)

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

### Direction Follower

SPL: 13.9. Result ID: 69d361ca47f34ce924bad97d.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### Direction Follower

SPL: 13.9. Result ID: 69d3620747f34ce924bada8b.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### Direction Follower

SPL: 13.9. Result ID: 69d606cc47f34ce924be47c7.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

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

### Frontier Waypoints

SPL: 10.9. Result ID: 69d3620747f34ce924bada8a.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### Gan et al.

SPL: 5. Result ID: 69d361ca47f34ce924bad97e.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15036.md>)

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

### Gan et al.

SPL: 5. Result ID: 69d3620747f34ce924bada8d.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15036.md>)

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

### Supervised Waypoints

SPL: 4.1. Result ID: 69d3620747f34ce924bada8c.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### Random Agent

SPL: 2.1. Result ID: 69d361ca47f34ce924bad97c.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### Random Agent

SPL: 2.1. Result ID: 69d3620747f34ce924bada89.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0e7d0172140ec736e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea2162a.md>)

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

### Random Agent

SPL: 2.1. Result ID: 69d606cc47f34ce924be47c6.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e11f7d0172140ec75aec.md>)

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

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