# Scene Graph Generation on Visual Genome VG150 (test)

Source: [Scene Graph Generation on Visual Genome VG150 (test)](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test>)

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

Data updated: 2026-03-10T11:27:04.904Z

Evaluation of Scene Graph Generation performance on the test split of the Visual Genome 150 (VG150) dataset, measured using Recall (R@K), Mean Recall (mR@K), Average Recall (AvgR@K), and F-score (F@K) metrics.

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) | Visual Genome VG150 (test) |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 34 of 34 |
| 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](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [R@50](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=R%4050>): Higher is better; unit: PERCENT.

- [R@100](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=R%40100>): Higher is better; unit: PERCENT.

- [mR@50](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=mR%4050>): Higher is better; unit: PERCENT.

- [mR@100](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=mR%40100>): Higher is better; unit: PERCENT.

- [AvgR@50](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=AvgR%4050>): Higher is better; unit: PERCENT.

- [AvgR@100](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=AvgR%40100>): Higher is better; unit: PERCENT.

- [F@50](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=F%4050>): Higher is better; unit: PERCENT.

- [F@100](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=F%40100>): Higher is better; unit: PERCENT.

- [Mean Recall](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=Mean%20Recall>): Higher is better; unit: PERCENT.

- [Mean Score](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=Mean%20Score>): Higher is better; unit: PERCENT.

- [Recall (Zero-Shot)](<https://www.sota2.com/research/sota/scene-graph-generation-on-visual-genome-vg150-test.md?metric=Recall%20(Zero-Shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| OvSGTR | 41.3 | Not recorded | 69afa5942d603e6de3e43bd6 |
| VS3 | 40.9 | Not recorded | 69afa5942d603e6de3e43bd6 |
| DSGG | 38.5 | Not recorded | 69afa5942d603e6de3e43bd6 |
| SGG-R3 | 36 | Not recorded | 69afa5942d603e6de3e43bd6 |
| PE-Net | 35.2 | Not recorded | 69afa5942d603e6de3e43bd6 |
| EGTR | 34.3 | Not recorded | 69afa5942d603e6de3e43bd6 |
| GPS-Net | 31.7 | Not recorded | 69afa5942d603e6de3e43bd6 |
| VCTree | 31.3 | Not recorded | 69afa5942d603e6de3e43bd6 |
| RelTR | 30.7 | Not recorded | 69afa5942d603e6de3e43bd6 |
| MOTIFS | 30.3 | Not recorded | 69afa5942d603e6de3e43bd6 |
| SGTR+ | 30.1 | Not recorded | 69afa5942d603e6de3e43bd6 |
| Pair-Net | 29.3 | Not recorded | 69afa5942d603e6de3e43bd6 |
| HiLo | 29.2 | Not recorded | 69afa5942d603e6de3e43bd6 |
| SGTR | 28.4 | Not recorded | 69afa5942d603e6de3e43bd6 |
| R1-SGG | 27.6 | Not recorded | 69afa5942d603e6de3e43bd6 |
| PGSG | 23.6 | Not recorded | 69afa5942d603e6de3e43bd6 |
| SGG-R3 | 17.5 | Not recorded | 69afa5942d603e6de3e43bd6 |
| OwSGG | 3.2 | Not recorded | 69afa5942d603e6de3e43bd6 |

### OvSGTR

Recall: 41.3. Result ID: 69affff96dbb7075b9596d27.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f61e209131cea5995b.md>)

[Implementation](<https://github.com/SHTUPLUS/Pix2Grp_CVPR2024>)

Recorded evaluation configuration: {"Method Type":"VLM-based"}. This record does not assert independent reproduction.

### VS3

Recall: 40.9. Result ID: 69affff96dbb7075b9596d26.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

Recorded evaluation configuration: {"Method Type":"VLM-based"}. This record does not assert independent reproduction.

### DSGG

Recall: 38.5. Result ID: 69affff96dbb7075b9596d24.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a01e209131cea57a41.md>)

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### SGG-R3

Recall: 36. Result ID: 69affff96dbb7075b9596d2c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

Recorded evaluation configuration: {"Params":"3B","Base Model":"Qwen2.5-VL","Training Setting":"SFT + RL"}. This record does not assert independent reproduction.

### PE-Net

Recall: 35.2. Result ID: 69affff96dbb7075b9596d1e.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

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

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

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### EGTR

Recall: 34.3. Result ID: 69affff96dbb7075b9596d25.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d41e209131cea5e617.md>)

[Implementation](<https://github.com/naver-ai/egtr>)

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### GPS-Net

Recall: 31.7. Result ID: 69affff96dbb7075b9596d1d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

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

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

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### VCTree

Recall: 31.3. Result ID: 69affff96dbb7075b9596d1c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

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

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### RelTR

Recall: 30.7. Result ID: 69affff96dbb7075b9596d1f.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b82.md>)

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### MOTIFS

Recall: 30.3. Result ID: 69affff96dbb7075b9596d1b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

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

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

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### SGTR+

Recall: 30.1. Result ID: 69affff96dbb7075b9596d21.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fb1e209131cea53eb1.md>)

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### Pair-Net

Recall: 29.3. Result ID: 69affff96dbb7075b9596d23.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74711e209131cea61d48.md>)

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### HiLo

Recall: 29.2. Result ID: 69affff96dbb7075b9596d22.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a486.md>)

[Implementation](<https://github.com/franciszzj/HiLo>)

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### SGTR

Recall: 28.4. Result ID: 69affff96dbb7075b9596d20.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fb1e209131cea53eb1.md>)

Recorded evaluation configuration: {"Method Type":"non-VLM"}. This record does not assert independent reproduction.

### R1-SGG

Recall: 27.6. Result ID: 69affff96dbb7075b9596d2a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c61e209131cea7a705.md>)

Recorded evaluation configuration: {"Method Type":"VLM-based","Params":"7B","Base Model":"Qwen2-VL"}. This record does not assert independent reproduction.

### PGSG

Recall: 23.6. Result ID: 69affff96dbb7075b9596d28.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

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

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

Recorded evaluation configuration: {"Method Type":"VLM-based"}. This record does not assert independent reproduction.

### SGG-R3

Recall: 17.5. Result ID: 69affff96dbb7075b9596d2b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

Recorded evaluation configuration: {"Params":"3B","Base Model":"Qwen2.5-VL","Training Setting":"SFT"}. This record does not assert independent reproduction.

### OwSGG

Recall: 3.2. Result ID: 69affff96dbb7075b9596d29.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5942d603e6de3e43bd6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79531e209131cea7d145.md>)

Recorded evaluation configuration: {"Method Type":"VLM-based","Params":"72B","Base Model":"Qwen2-VL"}. This record does not assert independent reproduction.

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