# 3D Object Detection on SUNRGBD (mAP/mAR @ 0.25, 0.50)

Source: [3D Object Detection on SUNRGBD (mAP/mAR @ 0.25, 0.50)](<https://www.sota2.com/research/sota/3d-object-detection-on-sunrgbd-map-mar-at-0-25-0-50>)

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

Data updated: 2026-05-12T13:53:43.032Z

Evaluation of 3D object detection performance on the SUN RGB-D dataset, reporting Mean Average Precision (mAP) and Mean Average Recall (mAR) at IoU thresholds of 0.25 and 0.50.

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 | 3D Object Detection |
| Dataset (including any stated split) | SUNRGBD |
| Metric | mAP @ 0.25 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [mAP @ 0.25](<https://www.sota2.com/research/sota/3d-object-detection-on-sunrgbd-map-mar-at-0-25-0-50.md?metric=mAP%20%40%200.25>): Higher is better; unit: PERCENT.

- [mAR @ 0.25](<https://www.sota2.com/research/sota/3d-object-detection-on-sunrgbd-map-mar-at-0-25-0-50.md?metric=mAR%20%40%200.25>): Higher is better; unit: PERCENT.

- [mAP @ 0.50](<https://www.sota2.com/research/sota/3d-object-detection-on-sunrgbd-map-mar-at-0-25-0-50.md?metric=mAP%20%40%200.50>): Higher is better; unit: PERCENT.

- [mAR @ 0.50](<https://www.sota2.com/research/sota/3d-object-detection-on-sunrgbd-map-mar-at-0-25-0-50.md?metric=mAR%20%40%200.50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP @ 0.25 | Result date | Report paper |
| --- | --- | --- | --- |
| HGC-Det | 70.12 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| TR3D+FF | 69.7 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| TR3D+FF | 69.4 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| HGC-Det | 69.13 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| CAGroup | 69.11 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| VDETR | 68.01 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| CAGroup | 66.8 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| TR3D | 65.56 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| SPGroup3D | 65.4 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| OneForAll | 65 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| RBGNet | 64.1 | Not recorded | 6a02b48fdbc836b87d824ce8 |
| 3Det-Mamba | 61.3 | Not recorded | 6a02b48fdbc836b87d824ce8 |

### HGC-Det

mAP @ 0.25: 70.12. Result ID: 6a0330e347f34ce924e7ce9c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

Recorded evaluation configuration: {"Inference":"35.2 ms","Pre-training":"Point GCC"}. This record does not assert independent reproduction.

### TR3D+FF

mAP @ 0.25: 69.7. Result ID: 6a0330e347f34ce924e7ce96.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b1e.md>)

[Implementation](<https://github.com/SamsungLabs/tr3d>)

Recorded evaluation configuration: {"Inference":"42.3 ms","Pre-training":"Point GCC"}. This record does not assert independent reproduction.

### TR3D+FF

mAP @ 0.25: 69.4. Result ID: 6a0330e347f34ce924e7ce95.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b1e.md>)

[Implementation](<https://github.com/SamsungLabs/tr3d>)

Recorded evaluation configuration: {"Inference":"42.3 ms"}. This record does not assert independent reproduction.

### HGC-Det

mAP @ 0.25: 69.13. Result ID: 6a0330e347f34ce924e7ce9b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

Recorded evaluation configuration: {"Inference":"35.2 ms"}. This record does not assert independent reproduction.

### CAGroup

mAP @ 0.25: 69.11. Result ID: 6a0330e347f34ce924e7ce98.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b165.md>)

[Implementation](<https://github.com/Haiyang-W/CAGroup3D>)

Recorded evaluation configuration: {"Inference":"20.1 ms","Pre-training":"Point GCC"}. This record does not assert independent reproduction.

### VDETR

mAP @ 0.25: 68.01. Result ID: 6a0330e347f34ce924e7ce99.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70461e209131cea4a1ea.md>)

[Implementation](<https://github.com/yichaoshen-MS/V-DETR>)

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

### CAGroup

mAP @ 0.25: 66.8. Result ID: 6a0330e347f34ce924e7ce97.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b165.md>)

[Implementation](<https://github.com/Haiyang-W/CAGroup3D>)

Recorded evaluation configuration: {"Inference":"20.1 ms"}. This record does not assert independent reproduction.

### TR3D

mAP @ 0.25: 65.56. Result ID: 6a0330e347f34ce924e7ce91.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b1e.md>)

[Implementation](<https://github.com/SamsungLabs/tr3d>)

Recorded evaluation configuration: {"Inference":"25.3 ms"}. This record does not assert independent reproduction.

### SPGroup3D

mAP @ 0.25: 65.4. Result ID: 6a0330e347f34ce924e7ce9a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71871e209131cea51cd7.md>)

[Implementation](<https://github.com/zyrant/SPGroup3D>)

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

### OneForAll

mAP @ 0.25: 65. Result ID: 6a0330e347f34ce924e7ce93.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75841e209131cea68532.md>)

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

### RBGNet

mAP @ 0.25: 64.1. Result ID: 6a0330e347f34ce924e7ce92.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea3284d.md>)

[Implementation](<https://github.com/Haiyang-W/RBGNet>)

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

### 3Det-Mamba

mAP @ 0.25: 61.3. Result ID: 6a0330e347f34ce924e7ce94.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b48fdbc836b87d824ce8.md>)

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

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