# Scene Graph Generation on PSG dataset

Source: [Scene Graph Generation on PSG dataset](<https://www.sota2.com/research/sota/scene-graph-generation-on-psg-dataset>)

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

Data updated: 2026-02-26T06:01:37.548Z

Evaluation of Scene Graph Generation performance on the PSG dataset, measured using Recall at K (R@K) metrics for K=20, 50, and 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 Generation |
| Dataset (including any stated split) | PSG dataset |
| Metric | Recall@20 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Recall@20](<https://www.sota2.com/research/sota/scene-graph-generation-on-psg-dataset.md?metric=Recall%4020>): Higher is better; unit: PERCENT.

- [Recall@50](<https://www.sota2.com/research/sota/scene-graph-generation-on-psg-dataset.md?metric=Recall%4050>): Higher is better; unit: PERCENT.

- [Recall@100](<https://www.sota2.com/research/sota/scene-graph-generation-on-psg-dataset.md?metric=Recall%40100>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@20 | Result date | Report paper |
| --- | --- | --- | --- |
| PSGTR | 39.25 | Not recorded | 68fa76ad1e209131cea6e652 |
| Pix2SG | 35.54 | Not recorded | 68fa76ad1e209131cea6e652 |
| Pix2SG | 33.35 | Not recorded | 68fa76ad1e209131cea6e652 |
| VCTree | 31.72 | Not recorded | 68fa76ad1e209131cea6e652 |
| Pix2SG | 30.66 | Not recorded | 68fa76ad1e209131cea6e652 |
| MOTIFS | 30.5 | Not recorded | 68fa76ad1e209131cea6e652 |
| Pix2SG | 29.07 | Not recorded | 68fa76ad1e209131cea6e652 |
| PSGFormer | 26.1 | Not recorded | 68fa76ad1e209131cea6e652 |
| GPSNet | 25.96 | Not recorded | 68fa76ad1e209131cea6e652 |
| IMP | 25.38 | Not recorded | 68fa76ad1e209131cea6e652 |

### PSGTR

Recall@20: 39.25. Result ID: 69944a603a6c3148491c4baa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d131e209131cea37790.md>)

[Implementation](<https://github.com/Jingkang50/OpenPSG>)

Recorded evaluation configuration: {"Location-Free":false}. This record does not assert independent reproduction.

### Pix2SG

Recall@20: 35.54. Result ID: 69944a603a6c3148491c4bae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Implementation](<https://github.com/egeozsoy/LF-SGG>)

Recorded evaluation configuration: {"Location-Free":true,"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### Pix2SG

Recall@20: 33.35. Result ID: 69944a603a6c3148491c4bad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Implementation](<https://github.com/egeozsoy/LF-SGG>)

Recorded evaluation configuration: {"Location-Free":true,"Backbone":"ViT-B"}. This record does not assert independent reproduction.

### VCTree

Recall@20: 31.72. Result ID: 69944a603a6c3148491c4ba9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651d1e209131cea086da.md>)

Recorded evaluation configuration: {"Location-Free":false}. This record does not assert independent reproduction.

### Pix2SG

Recall@20: 30.66. Result ID: 69944a603a6c3148491c4bac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Implementation](<https://github.com/egeozsoy/LF-SGG>)

Recorded evaluation configuration: {"Location-Free":true,"Backbone":"EfficientNet-B7"}. This record does not assert independent reproduction.

### MOTIFS

Recall@20: 30.5. Result ID: 69944a603a6c3148491c4ba8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

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

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

Recorded evaluation configuration: {"Location-Free":false}. This record does not assert independent reproduction.

### Pix2SG

Recall@20: 29.07. Result ID: 69944a603a6c3148491c4bab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Implementation](<https://github.com/egeozsoy/LF-SGG>)

Recorded evaluation configuration: {"Location-Free":true,"Backbone":"EfficientNet-B5"}. This record does not assert independent reproduction.

### PSGFormer

Recall@20: 26.1. Result ID: 69944a603a6c3148491c4ba7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d131e209131cea37790.md>)

[Implementation](<https://github.com/Jingkang50/OpenPSG>)

Recorded evaluation configuration: {"Location-Free":false}. This record does not assert independent reproduction.

### GPSNet

Recall@20: 25.96. Result ID: 69944a603a6c3148491c4ba6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673d1e209131cea151d0.md>)

[Implementation](<https://github.com/taksau/GPS-Net>)

Recorded evaluation configuration: {"Location-Free":false}. This record does not assert independent reproduction.

### IMP

Recall@20: 25.38. Result ID: 69944a603a6c3148491c4ba5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e652.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634d1e209131ce9fde50.md>)

Recorded evaluation configuration: {"Location-Free":false}. This record does not assert independent reproduction.

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