# Scene Graph Classification on Visual Genome (VG) Zero-Shot

Source: [Scene Graph Classification on Visual Genome (VG) Zero-Shot](<https://www.sota2.com/research/sota/scene-graph-classification-on-visual-genome-vg-zero-shot>)

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

Data updated: 2026-02-26T05:59:43.252Z

Evaluation of Scene Graph Classification performance on the Zero-Shot setting of the Visual Genome dataset, measured using Recall@50 (R@50) and Recall@100 (R@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 |
| Dataset (including any stated split) | Visual Genome (VG) Zero-Shot |
| Metric | R@50 |
| 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

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

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

## Recorded results

| Method | R@50 | Result date | Report paper |
| --- | --- | --- | --- |
| TDE | 3.4 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 3.2 | Not recorded | 68fa67381e209131cea14f05 |
| X2Y-Tr | 3.1 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 3 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 2.9 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 2.5 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 2.5 | Not recorded | 68fa67381e209131cea14f05 |
| Resample | 2.3 | Not recorded | 68fa67381e209131cea14f05 |
| X2Y | 2.3 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 2.2 | Not recorded | 68fa67381e209131cea14f05 |
| Focal | 2.2 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 2.1 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 1.9 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 1.9 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 1.9 | Not recorded | 68fa67381e209131cea14f05 |
| TE | 1.4 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 0.9 | Not recorded | 68fa67381e209131cea14f05 |
| NIE | 0.2 | Not recorded | 68fa67381e209131cea14f05 |
| Reweight | 0.1 | Not recorded | 68fa67381e209131cea14f05 |

### TDE

R@50: 3.4. Result ID: 698d216d8b517eb4331f3911.

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

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

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"SUM"}. This record does not assert independent reproduction.

### TDE

R@50: 3.2. Result ID: 698d216d8b517eb4331f3919.

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

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

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

Recorded evaluation configuration: {"Base Model":"VCTree","Fusion":"SUM"}. This record does not assert independent reproduction.

### X2Y-Tr

R@50: 3.1. Result ID: 698d216d8b517eb4331f390e.

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"SUM"}. This record does not assert independent reproduction.

### TDE

R@50: 3. Result ID: 698d216d8b517eb4331f391b.

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

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

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

Recorded evaluation configuration: {"Base Model":"VCTree","Fusion":"GATE"}. This record does not assert independent reproduction.

### TDE

R@50: 2.9. Result ID: 698d216d8b517eb4331f3915.

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

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

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

Recorded evaluation configuration: {"Base Model":"VTransE","Fusion":"SUM"}. This record does not assert independent reproduction.

### Baseline

R@50: 2.5. Result ID: 698d216d8b517eb4331f3914.

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

Recorded evaluation configuration: {"Base Model":"VTransE","Fusion":"SUM"}. This record does not assert independent reproduction.

### Baseline

R@50: 2.5. Result ID: 698d216d8b517eb4331f391a.

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

Recorded evaluation configuration: {"Base Model":"VCTree","Fusion":"GATE"}. This record does not assert independent reproduction.

### Resample

R@50: 2.3. Result ID: 698d216d8b517eb4331f390c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff2bb.md>)

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"None"}. This record does not assert independent reproduction.

### X2Y

R@50: 2.3. Result ID: 698d216d8b517eb4331f390d.

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"SUM"}. This record does not assert independent reproduction.

### Baseline

R@50: 2.2. Result ID: 698d216d8b517eb4331f3909.

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"None"}. This record does not assert independent reproduction.

### Focal

R@50: 2.2. Result ID: 698d216d8b517eb4331f390a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"None"}. This record does not assert independent reproduction.

### TDE

R@50: 2.1. Result ID: 698d216d8b517eb4331f3917.

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

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

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

Recorded evaluation configuration: {"Base Model":"VTransE","Fusion":"GATE"}. This record does not assert independent reproduction.

### TDE

R@50: 1.9. Result ID: 698d216d8b517eb4331f3913.

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

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

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"GATE"}. This record does not assert independent reproduction.

### Baseline

R@50: 1.9. Result ID: 698d216d8b517eb4331f3916.

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

Recorded evaluation configuration: {"Base Model":"VTransE","Fusion":"GATE"}. This record does not assert independent reproduction.

### Baseline

R@50: 1.9. Result ID: 698d216d8b517eb4331f3918.

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

Recorded evaluation configuration: {"Base Model":"VCTree","Fusion":"SUM"}. This record does not assert independent reproduction.

### TE

R@50: 1.4. Result ID: 698d216d8b517eb4331f390f.

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"SUM"}. This record does not assert independent reproduction.

### Baseline

R@50: 0.9. Result ID: 698d216d8b517eb4331f3912.

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"GATE"}. This record does not assert independent reproduction.

### NIE

R@50: 0.2. Result ID: 698d216d8b517eb4331f3910.

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

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"SUM"}. This record does not assert independent reproduction.

### Reweight

R@50: 0.1. Result ID: 698d216d8b517eb4331f390b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"Base Model":"MOTIFS","Fusion":"None"}. This record does not assert independent reproduction.

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