# Scene Graph Detection on VG-150 v1.0 (test)

Source: [Scene Graph Detection on VG-150 v1.0 (test)](<https://www.sota2.com/research/sota/scene-graph-detection-on-vg-150-v1-0-test>)

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

Data updated: 2026-05-29T09:23:20.303Z

Evaluation of Scene Graph Detection (SGDet) performance on the test split of the VG-150 v1.0 dataset, reporting R@K, mR@K, and F@K metrics for K=50 and K=100.

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 | Scene Graph Detection (SGDet) |
| Dataset (including any stated split) | VG-150 v1.0 (test) |
| Metric | R@50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [R@50](<https://www.sota2.com/research/sota/scene-graph-detection-on-vg-150-v1-0-test.md?metric=R%4050>): Higher is better; unit: PERCENT.

- [R@100](<https://www.sota2.com/research/sota/scene-graph-detection-on-vg-150-v1-0-test.md?metric=R%40100>): Higher is better; unit: PERCENT.

- [mR@50](<https://www.sota2.com/research/sota/scene-graph-detection-on-vg-150-v1-0-test.md?metric=mR%4050>): Higher is better; unit: PERCENT.

- [mR@100](<https://www.sota2.com/research/sota/scene-graph-detection-on-vg-150-v1-0-test.md?metric=mR%40100>): Higher is better; unit: PERCENT.

- [F@50](<https://www.sota2.com/research/sota/scene-graph-detection-on-vg-150-v1-0-test.md?metric=F%4050>): Higher is better; unit: PERCENT.

- [F@100](<https://www.sota2.com/research/sota/scene-graph-detection-on-vg-150-v1-0-test.md?metric=F%40100>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@50 | Result date | Report paper |
| --- | --- | --- | --- |
| BGNN | 31 | Not recorded | 6a191d85dbd7150506f8279c |
| Motifs | 31 | Not recorded | 6a191d85dbd7150506f8279c |
| PE-Net | 30.7 | Not recorded | 6a191d85dbd7150506f8279c |
| CooK | 30.1 | Not recorded | 6a191d85dbd7150506f8279c |
| HetSGG | 30 | Not recorded | 6a191d85dbd7150506f8279c |
| SSC-SGG | 28.6 | Not recorded | 6a191d85dbd7150506f8279c |
| NICE | 27.8 | Not recorded | 6a191d85dbd7150506f8279c |
| CFA | 27.4 | Not recorded | 6a191d85dbd7150506f8279c |
| MCL | 27.3 | Not recorded | 6a191d85dbd7150506f8279c |
| KERN | 27.1 | Not recorded | 6a191d85dbd7150506f8279c |
| ST-SGG | 26.7 | Not recorded | 6a191d85dbd7150506f8279c |
| IETrans | 26.4 | Not recorded | 6a191d85dbd7150506f8279c |
| RA-SGG | 26 | Not recorded | 6a191d85dbd7150506f8279c |
| AlignG | 25.9 | Not recorded | 6a191d85dbd7150506f8279c |
| SQUAT | 24.5 | Not recorded | 6a191d85dbd7150506f8279c |
| DPL | 24.5 | Not recorded | 6a191d85dbd7150506f8279c |
| TDE | 16.9 | Not recorded | 6a191d85dbd7150506f8279c |

### BGNN

R@50: 31. Result ID: 6a1959f7fbc373592c13f7d5.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea24921.md>)

Recorded evaluation configuration: {"Architecture":"Specific","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### Motifs

R@50: 31. Result ID: 6a1959f7fbc373592c13f7d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642f1e209131cea034c6.md>)

[Implementation](<https://github.com/rowanz/neural-motifs>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Disabled"}. This record does not assert independent reproduction.

### PE-Net

R@50: 30.7. Result ID: 6a1959f7fbc373592c13f7e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eca1e209131cea42214.md>)

[Implementation](<https://github.com/VL-Group/PENET>)

Recorded evaluation configuration: {"Architecture":"PE-Net","Frequency-aware Protocol":"Disabled"}. This record does not assert independent reproduction.

### CooK

R@50: 30.1. Result ID: 6a1959f7fbc373592c13f7d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa733f1e209131cea5b3e0.md>)

Recorded evaluation configuration: {"Architecture":"Specific","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### HetSGG

R@50: 30. Result ID: 6a1959f7fbc373592c13f7d6.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70021e209131cea488b3.md>)

Recorded evaluation configuration: {"Architecture":"Specific","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### SSC-SGG

R@50: 28.6. Result ID: 6a1959f7fbc373592c13f7e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### NICE

R@50: 27.8. Result ID: 6a1959f7fbc373592c13f7db.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb41e209131cea35602.md>)

[Implementation](<https://github.com/muktilin/NICE>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### CFA

R@50: 27.4. Result ID: 6a1959f7fbc373592c13f7dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79921e209131cea7e5a8.md>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Disabled"}. This record does not assert independent reproduction.

### MCL

R@50: 27.3. Result ID: 6a1959f7fbc373592c13f7e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

Recorded evaluation configuration: {"Architecture":"PE-Net","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### KERN

R@50: 27.1. Result ID: 6a1959f7fbc373592c13f7d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa656c1e209131cea0a4a5.md>)

Recorded evaluation configuration: {"Architecture":"Specific","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### ST-SGG

R@50: 26.7. Result ID: 6a1959f7fbc373592c13f7de.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74671e209131cea617da.md>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### IETrans

R@50: 26.4. Result ID: 6a1959f7fbc373592c13f7dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae8.md>)

[Implementation](<https://github.com/waxnkw/IETrans-SGG.pytorch>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### RA-SGG

R@50: 26. Result ID: 6a1959f7fbc373592c13f7e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdc0.md>)

Recorded evaluation configuration: {"Architecture":"PE-Net","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### AlignG

R@50: 25.9. Result ID: 6a1959f7fbc373592c13f7e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

Recorded evaluation configuration: {"Architecture":"PE-Net","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### SQUAT

R@50: 24.5. Result ID: 6a1959f7fbc373592c13f7d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f091e209131cea4377e.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/SQUAT>)

Recorded evaluation configuration: {"Architecture":"Specific","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### DPL

R@50: 24.5. Result ID: 6a1959f7fbc373592c13f7df.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744c1e209131cea60df2.md>)

[Implementation](<https://github.com/JeonJaeHyeong/DPL>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Enabled"}. This record does not assert independent reproduction.

### TDE

R@50: 16.9. Result ID: 6a1959f7fbc373592c13f7da.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d85dbd7150506f8279c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f05.md>)

[Implementation](<https://github.com/KaihuaTang/Scene-Graph-Benchmark.pytorch>)

Recorded evaluation configuration: {"Architecture":"Motifs","Frequency-aware Protocol":"Disabled"}. This record does not assert independent reproduction.

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