# 3D Object Detection on SUN RGB-D (mAP@0.25, mAP@0.5, FPS)

Source: [3D Object Detection on SUN RGB-D (mAP@0.25, mAP@0.5, FPS)](<https://www.sota2.com/research/sota/3d-object-detection-on-sun-rgb-d-map-at-0-25-map-at-0-5-fps>)

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

Data updated: 2026-02-26T06:09:59.086Z

Evaluation of 3D object detection performance on the SUN RGB-D dataset, reporting standard Average Precision metrics at IoU thresholds of 0.25 and 0.5, alongside inference speed (FPS).

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) | SUN RGB-D |
| Metric | mAP@0.25 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-sun-rgb-d-map-at-0-25-map-at-0-5-fps.md?metric=mAP%400.25>): Higher is better; unit: PERCENT.

- [mAP@0.5](<https://www.sota2.com/research/sota/3d-object-detection-on-sun-rgb-d-map-at-0-25-map-at-0-5-fps.md?metric=mAP%400.5>): Higher is better; unit: PERCENT.

- [FPS](<https://www.sota2.com/research/sota/3d-object-detection-on-sun-rgb-d-map-at-0-25-map-at-0-5-fps.md?metric=FPS>): Higher is better; unit: TIME.

## Recorded results

| Method | mAP@0.25 | Result date | Report paper |
| --- | --- | --- | --- |
| TR3D+FF | 69.4 | Not recorded | 68fa71581e209131cea50b1e |
| EPNet++ | 65.3 | Not recorded | 68fa71581e209131cea50b1e |
| MMTC | 65.3 | Not recorded | 68fa71581e209131cea50b1e |
| TokenFusion | 64.9 | Not recorded | 68fa71581e209131cea50b1e |
| EPNet | 64.6 | Not recorded | 68fa71581e209131cea50b1e |
| ImVoteNet | 63.4 | Not recorded | 68fa71581e209131cea50b1e |

### TR3D+FF

mAP@0.25: 69.4. Result ID: 6991c6c83a6c3148490a851c.

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

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

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

Recorded evaluation configuration: {"Presented at":null}. This record does not assert independent reproduction.

### EPNet++

mAP@0.25: 65.3. Result ID: 6991c6c83a6c3148490a851a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3ed7a.md>)

Recorded evaluation configuration: {"Presented at":"TPAMI'22"}. This record does not assert independent reproduction.

### MMTC

mAP@0.25: 65.3. Result ID: 6991c6c83a6c3148490a851b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5b1e209131cea27b04.md>)

Recorded evaluation configuration: {"Presented at":"BMVC'21"}. This record does not assert independent reproduction.

### TokenFusion

mAP@0.25: 64.9. Result ID: 6991c6c83a6c3148490a8519.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375bf.md>)

[Implementation](<https://github.com/yikaiw/TokenFusion>)

Recorded evaluation configuration: {"Presented at":"CVPR'22"}. This record does not assert independent reproduction.

### EPNet

mAP@0.25: 64.6. Result ID: 6991c6c83a6c3148490a8518.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f81e209131cea19841.md>)

Recorded evaluation configuration: {"Presented at":"ECCV'20"}. This record does not assert independent reproduction.

### ImVoteNet

mAP@0.25: 63.4. Result ID: 6991c6c83a6c3148490a8517.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67011e209131cea13ac2.md>)

Recorded evaluation configuration: {"Presented at":"CVPR'20"}. This record does not assert independent reproduction.

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