# Indoor Object Detection on SUN RGB-D (test)

Source: [Indoor Object Detection on SUN RGB-D (test)](<https://www.sota2.com/research/sota/indoor-object-detection-on-sun-rgb-d-test>)

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

Data updated: 2026-02-26T06:10:00.474Z

Evaluation of Indoor Object Detection performance on the test split of the SUN RGB-D dataset, reporting standard detection metrics like mAP@0.25 and mAP@0.5.

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 | Indoor Object Detection |
| Dataset (including any stated split) | SUN RGB-D (test) |
| Metric | mAP@0.5 |
| Unit | PERCENT |
| Direction | Higher 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

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

- [mAP@0.25](<https://www.sota2.com/research/sota/indoor-object-detection-on-sun-rgb-d-test.md?metric=mAP%400.25>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP@0.5 | Result date | Report paper |
| --- | --- | --- | --- |
| Masked Shape Prediction | 47.5 | Not recorded | 68fa6f421e209131cea44920 |
| Masked Shape Prediction | 45.4 | Not recorded | 68fa6f421e209131cea44920 |
| GroupFreeL6,O256 | 45.2 | Not recorded | 68fa6f421e209131cea44920 |
| DepthContrast | 43.4 | Not recorded | 68fa6f421e209131cea44920 |
| RandomRooms | 43.1 | Not recorded | 68fa6f421e209131cea44920 |
| Masked Shape Prediction | 39.5 | Not recorded | 68fa6f421e209131cea44920 |
| H3DNet | 39 | Not recorded | 68fa6f421e209131cea44920 |
| VoteNet | 38.5 | Not recorded | 68fa6c781e209131cea34211 |
| Masked Shape Prediction | 36.7 | Not recorded | 68fa6f421e209131cea44920 |
| CSC | 36.4 | Not recorded | 68fa6f421e209131cea44920 |
| IAE | 36 | Not recorded | 68fa6f421e209131cea44920 |
| VoteNet+ | 35.8 | Not recorded | 68fa6c781e209131cea34211 |
| DepthContrast | 35.5 | Not recorded | 68fa6f421e209131cea44920 |
| RandomRooms | 35.4 | Not recorded | 68fa6f421e209131cea44920 |
| STRL | 35 | Not recorded | 68fa6f421e209131cea44920 |
| PointContrast | 34.8 | Not recorded | 68fa6f421e209131cea44920 |
| VoteNet | 32.9 | Not recorded | 68fa6c781e209131cea34211 |
| VoteNet | 32.9 | Not recorded | 68fa6f421e209131cea44920 |
| 3DETR | 32.7 | Not recorded | 68fa6f421e209131cea44920 |

### Masked Shape Prediction

mAP@0.5: 47.5. Result ID: 6990b11e3a6c314849027c56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"GroupFreeL6,O256"}. This record does not assert independent reproduction.

### Masked Shape Prediction

mAP@0.5: 45.4. Result ID: 6990b11e3a6c314849027c55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

Recorded evaluation configuration: {"Pre-trained":false,"Detection Head":"GroupFreeL6,O256"}. This record does not assert independent reproduction.

### GroupFreeL6,O256

mAP@0.5: 45.2. Result ID: 6990b11e3a6c314849027c4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cb1e209131cea2416a.md>)

[Implementation](<https://github.com/zeliu98/Group-Free-3D>)

Recorded evaluation configuration: {"Pre-trained":false,"Detection Head":"GroupFreeL6,O256"}. This record does not assert independent reproduction.

### DepthContrast

mAP@0.5: 43.4. Result ID: 6990b11e3a6c314849027c4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1fac3.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"H3DNet"}. This record does not assert independent reproduction.

### RandomRooms

mAP@0.5: 43.1. Result ID: 6990b11e3a6c314849027c51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28c08.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"H3DNet"}. This record does not assert independent reproduction.

### Masked Shape Prediction

mAP@0.5: 39.5. Result ID: 6990b11e3a6c314849027c54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### H3DNet

mAP@0.5: 39. Result ID: 6990b11e3a6c314849027c48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680d1e209131cea19dfb.md>)

[Implementation](<https://www.sota2.com/here>)

Recorded evaluation configuration: {"Pre-trained":false,"Detection Head":"H3DNet"}. This record does not assert independent reproduction.

### VoteNet

mAP@0.5: 38.5. Result ID: 698f175d3a6c314849f5b2c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c781e209131cea34211.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c781e209131cea34211.md>)

[Implementation](<https://github.com/dvlab-research/DeepVision3D>)

Recorded evaluation configuration: {"Network":"EQ-PointNet++"}. This record does not assert independent reproduction.

### Masked Shape Prediction

mAP@0.5: 36.7. Result ID: 6990b11e3a6c314849027c53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

Recorded evaluation configuration: {"Pre-trained":false,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### CSC

mAP@0.5: 36.4. Result ID: 6990b11e3a6c314849027c4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3b1e209131cea26d0b.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### IAE

mAP@0.5: 36. Result ID: 6990b11e3a6c314849027c4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70771e209131cea4b43e.md>)

[Implementation](<https://github.com/SimingYan/IAE>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### VoteNet+

mAP@0.5: 35.8. Result ID: 698f175d3a6c314849f5b2c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c781e209131cea34211.md>)

Recorded evaluation configuration: {"Network":"PointNet++","Implementation":"MMDetection3D \[8\]"}. This record does not assert independent reproduction.

### DepthContrast

mAP@0.5: 35.5. Result ID: 6990b11e3a6c314849027c4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1fac3.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### RandomRooms

mAP@0.5: 35.4. Result ID: 6990b11e3a6c314849027c50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28c08.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### STRL

mAP@0.5: 35. Result ID: 6990b11e3a6c314849027c52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa51e209131cea29646.md>)

[Implementation](<https://siyuanhuang.com/STRL>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### PointContrast

mAP@0.5: 34.8. Result ID: 6990b11e3a6c314849027c4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c11e209131cea1e126.md>)

Recorded evaluation configuration: {"Pre-trained":true,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### VoteNet

mAP@0.5: 32.9. Result ID: 698f175d3a6c314849f5b2c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c781e209131cea34211.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c781e209131cea34211.md>)

[Implementation](<https://github.com/dvlab-research/DeepVision3D>)

Recorded evaluation configuration: {"Network":"PointNet++"}. This record does not assert independent reproduction.

### VoteNet

mAP@0.5: 32.9. Result ID: 6990b11e3a6c314849027c47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f471.md>)

Recorded evaluation configuration: {"Pre-trained":false,"Detection Head":"VoteNet"}. This record does not assert independent reproduction.

### 3DETR

mAP@0.5: 32.7. Result ID: 6990b11e3a6c314849027c49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ac81e209131cea2a33b.md>)

[Implementation](<https://facebookresearch.github.io/3detr>)

Recorded evaluation configuration: {"Pre-trained":false,"Detection Head":"3DETR"}. This record does not assert independent reproduction.

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