# Occupancy Mapping on KAIST 04

Source: [Occupancy Mapping on KAIST 04](<https://www.sota2.com/research/sota/occupancy-mapping-on-kaist-04>)

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

Data updated: 2026-04-15T08:47:34.177Z

Evaluation of Occupancy Mapping performance on the KAIST 04 dataset, reporting Memory consumption.

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 | Occupancy Mapping |
| Dataset (including any stated split) | KAIST 04 |
| Metric | Memory Consumption (MB) |
| Unit | SIZE |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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

- [Memory Consumption (MB)](<https://www.sota2.com/research/sota/occupancy-mapping-on-kaist-04.md?metric=Memory%20Consumption%20(MB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Memory Consumption (MB) | Result date | Report paper |
| --- | --- | --- | --- |
| D-BDM | 38.9 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 40.5 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 96.5 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-BDM | 127.3 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 135.4 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-BDM | 288.2 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 295.8 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 316.3 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 549.3 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 804.3 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-BDM | 1290.3 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 1523 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 1741.5 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 2353.2 | Not recorded | 69df1b7a7d0172140ec7b837 |
| Uniform Grid | 6199.9 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 10610 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 12588.1 | Not recorded | 69df1b7a7d0172140ec7b837 |
| Uniform Grid | 28703.4 | Not recorded | 69df1b7a7d0172140ec7b837 |

### D-BDM

Memory Consumption (MB): 38.9. Result ID: 69df509547f34ce924c82b32.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.5"}. This record does not assert independent reproduction.

### BoundaryMap

Memory Consumption (MB): 40.5. Result ID: 69df509547f34ce924c82b2e.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21aa90636e5bf4afc4abb.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.5"}. This record does not assert independent reproduction.

### OctoMap

Memory Consumption (MB): 96.5. Result ID: 69df509547f34ce924c82b26.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.5"}. This record does not assert independent reproduction.

### D-BDM

Memory Consumption (MB): 127.3. Result ID: 69df509547f34ce924c82b33.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.3"}. This record does not assert independent reproduction.

### BoundaryMap

Memory Consumption (MB): 135.4. Result ID: 69df509547f34ce924c82b2f.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21aa90636e5bf4afc4abb.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.3"}. This record does not assert independent reproduction.

### D-BDM

Memory Consumption (MB): 288.2. Result ID: 69df509547f34ce924c82b34.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.2"}. This record does not assert independent reproduction.

### D-Map

Memory Consumption (MB): 295.8. Result ID: 69df509547f34ce924c82b2a.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d53d.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.5"}. This record does not assert independent reproduction.

### BoundaryMap

Memory Consumption (MB): 316.3. Result ID: 69df509547f34ce924c82b30.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21aa90636e5bf4afc4abb.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.2"}. This record does not assert independent reproduction.

### OctoMap

Memory Consumption (MB): 549.3. Result ID: 69df509547f34ce924c82b27.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.3"}. This record does not assert independent reproduction.

### D-Map

Memory Consumption (MB): 804.3. Result ID: 69df509547f34ce924c82b2b.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d53d.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.3"}. This record does not assert independent reproduction.

### D-BDM

Memory Consumption (MB): 1290.3. Result ID: 69df509547f34ce924c82b35.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.1"}. This record does not assert independent reproduction.

### BoundaryMap

Memory Consumption (MB): 1523. Result ID: 69df509547f34ce924c82b31.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21aa90636e5bf4afc4abb.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.1"}. This record does not assert independent reproduction.

### OctoMap

Memory Consumption (MB): 1741.5. Result ID: 69df509547f34ce924c82b28.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.2"}. This record does not assert independent reproduction.

### D-Map

Memory Consumption (MB): 2353.2. Result ID: 69df509547f34ce924c82b2c.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d53d.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.2"}. This record does not assert independent reproduction.

### Uniform Grid

Memory Consumption (MB): 6199.9. Result ID: 69df509547f34ce924c82b24.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.5"}. This record does not assert independent reproduction.

### D-Map

Memory Consumption (MB): 10610. Result ID: 69df509547f34ce924c82b2d.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d53d.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.1"}. This record does not assert independent reproduction.

### OctoMap

Memory Consumption (MB): 12588.1. Result ID: 69df509547f34ce924c82b29.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.1"}. This record does not assert independent reproduction.

### Uniform Grid

Memory Consumption (MB): 28703.4. Result ID: 69df509547f34ce924c82b25.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7a7d0172140ec7b837.md>)

Recorded evaluation configuration: {"Resolution (m)":"0.3"}. This record does not assert independent reproduction.

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