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

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

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

Data updated: 2026-05-29T09:23:20.262Z

Evaluation of Scene Graph Classification (SGCls) performance on the test split of the VG-150 v1.0 dataset, measured using R@K, mR@K, and F@K metrics (K=50, 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 Classification (SGCls) |
| 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-classification-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-classification-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-classification-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-classification-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-classification-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-classification-on-vg-150-v1-0-test.md?metric=F%40100>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@50 | Result date | Report paper |
| --- | --- | --- | --- |
| PE-Net | 39.4 | Not recorded | 6a191d85dbd7150506f8279c |
| CooK | 39.1 | Not recorded | 6a191d85dbd7150506f8279c |
| RA-SGG | 38.2 | Not recorded | 6a191d85dbd7150506f8279c |
| Motifs | 38 | Not recorded | 6a191d85dbd7150506f8279c |
| HetSGG | 37.6 | Not recorded | 6a191d85dbd7150506f8279c |
| BGNN | 37.4 | Not recorded | 6a191d85dbd7150506f8279c |
| SSC-SGG | 37.4 | Not recorded | 6a191d85dbd7150506f8279c |
| KERN | 36.7 | Not recorded | 6a191d85dbd7150506f8279c |
| MCL | 36.2 | Not recorded | 6a191d85dbd7150506f8279c |
| CFA | 34.9 | Not recorded | 6a191d85dbd7150506f8279c |
| AlignG | 34.6 | Not recorded | 6a191d85dbd7150506f8279c |
| ST-SGG | 33.4 | Not recorded | 6a191d85dbd7150506f8279c |
| SQUAT | 33.1 | Not recorded | 6a191d85dbd7150506f8279c |
| NICE | 33.1 | Not recorded | 6a191d85dbd7150506f8279c |
| DPL | 32.6 | Not recorded | 6a191d85dbd7150506f8279c |
| IETrans | 32.5 | Not recorded | 6a191d85dbd7150506f8279c |
| TDE | 27.7 | Not recorded | 6a191d85dbd7150506f8279c |

### PE-Net

R@50: 39.4. Result ID: 6a1959f7fbc373592c13f7d0.

[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: 39.1. Result ID: 6a1959f7fbc373592c13f7c7.

[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.

### RA-SGG

R@50: 38.2. Result ID: 6a1959f7fbc373592c13f7d2.

[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.

### Motifs

R@50: 38. Result ID: 6a1959f7fbc373592c13f7c8.

[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.

### HetSGG

R@50: 37.6. Result ID: 6a1959f7fbc373592c13f7c5.

[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.

### BGNN

R@50: 37.4. Result ID: 6a1959f7fbc373592c13f7c4.

[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.

### SSC-SGG

R@50: 37.4. Result ID: 6a1959f7fbc373592c13f7cf.

[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.

### KERN

R@50: 36.7. Result ID: 6a1959f7fbc373592c13f7c3.

[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.

### MCL

R@50: 36.2. Result ID: 6a1959f7fbc373592c13f7d1.

[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.

### CFA

R@50: 34.9. Result ID: 6a1959f7fbc373592c13f7cc.

[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.

### AlignG

R@50: 34.6. Result ID: 6a1959f7fbc373592c13f7d3.

[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.

### ST-SGG

R@50: 33.4. Result ID: 6a1959f7fbc373592c13f7cd.

[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.

### SQUAT

R@50: 33.1. Result ID: 6a1959f7fbc373592c13f7c6.

[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.

### NICE

R@50: 33.1. Result ID: 6a1959f7fbc373592c13f7ca.

[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.

### DPL

R@50: 32.6. Result ID: 6a1959f7fbc373592c13f7ce.

[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.

### IETrans

R@50: 32.5. Result ID: 6a1959f7fbc373592c13f7cb.

[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.

### TDE

R@50: 27.7. Result ID: 6a1959f7fbc373592c13f7c9.

[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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