# Occupancy Mapping on KITTI 02 (Memory Consumption)

Source: [Occupancy Mapping on KITTI 02 (Memory Consumption)](<https://www.sota2.com/research/sota/occupancy-mapping-on-kitti-02-memory-consumption>)

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

Data updated: 2026-04-15T08:52:33.321Z

Evaluation of Occupancy Mapping performance on the KITTI 02 sequence, specifically 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) | KITTI 02 |
| Metric | Memory Consumption (MB) |
| Unit | SIZE |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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-kitti-02-memory-consumption.md?metric=Memory%20Consumption%20(MB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Memory Consumption (MB) | Result date | Report paper |
| --- | --- | --- | --- |
| D-BDM | 36.5 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 38.3 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 81.9 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-BDM | 119.9 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 128.6 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 182.1 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-BDM | 268.6 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 298.2 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 307.7 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 487.5 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 891.3 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-BDM | 1177.9 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 1279.6 | Not recorded | 69df1b7a7d0172140ec7b837 |
| BoundaryMap | 1417.9 | Not recorded | 69df1b7a7d0172140ec7b837 |
| Uniform Grid | 2042.7 | Not recorded | 69df1b7a7d0172140ec7b837 |
| D-Map | 5619.1 | Not recorded | 69df1b7a7d0172140ec7b837 |
| OctoMap | 5804.7 | Not recorded | 69df1b7a7d0172140ec7b837 |
| Uniform Grid | 9457 | Not recorded | 69df1b7a7d0172140ec7b837 |
| Uniform Grid | 31917.3 | Not recorded | 69df1b7a7d0172140ec7b837 |

### D-BDM

Memory Consumption (MB): 36.5. Result ID: 69df509547f34ce924c82b7b.

[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): 38.3. Result ID: 69df509547f34ce924c82b77.

[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): 81.9. Result ID: 69df509547f34ce924c82b6f.

[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): 119.9. Result ID: 69df509547f34ce924c82b7c.

[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): 128.6. Result ID: 69df509547f34ce924c82b78.

[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-Map

Memory Consumption (MB): 182.1. Result ID: 69df509547f34ce924c82b73.

[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.

### D-BDM

Memory Consumption (MB): 268.6. Result ID: 69df509547f34ce924c82b7d.

[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.

### BoundaryMap

Memory Consumption (MB): 298.2. Result ID: 69df509547f34ce924c82b79.

[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): 307.7. Result ID: 69df509547f34ce924c82b70.

[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): 487.5. Result ID: 69df509547f34ce924c82b74.

[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.

### OctoMap

Memory Consumption (MB): 891.3. Result ID: 69df509547f34ce924c82b71.

[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-BDM

Memory Consumption (MB): 1177.9. Result ID: 69df509547f34ce924c82b7e.

[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.

### D-Map

Memory Consumption (MB): 1279.6. Result ID: 69df509547f34ce924c82b75.

[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.

### BoundaryMap

Memory Consumption (MB): 1417.9. Result ID: 69df509547f34ce924c82b7a.

[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)":"1417.9"}. This record does not assert independent reproduction.

### Uniform Grid

Memory Consumption (MB): 2042.7. Result ID: 69df509547f34ce924c82b6c.

[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): 5619.1. Result ID: 69df509547f34ce924c82b76.

[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): 5804.7. Result ID: 69df509547f34ce924c82b72.

[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): 9457. Result ID: 69df509547f34ce924c82b6d.

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

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

### Uniform Grid

Memory Consumption (MB): 31917.3. Result ID: 69df509547f34ce924c82b6e.

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

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

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