# Sentence-to-Graph Retrieval on Visual Genome Gallery Size 1000 (test)

Source: [Sentence-to-Graph Retrieval on Visual Genome Gallery Size 1000 (test)](<https://www.sota2.com/research/sota/sentence-to-graph-retrieval-on-visual-genome-gallery-size-1000-test>)

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

Data updated: 2026-02-26T06:01:37.079Z

Evaluation of Sentence-to-Graph Retrieval performance on the test split of the Visual Genome dataset, specifically using the Gallery Size 1000 subset, measured using Recall@20, Recall@100, and Median Rank (Med).

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 | Sentence-to-Graph Retrieval |
| Dataset (including any stated split) | Visual Genome Gallery Size 1000 (test) |
| Metric | Recall@20 |
| 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

- [Recall@20](<https://www.sota2.com/research/sota/sentence-to-graph-retrieval-on-visual-genome-gallery-size-1000-test.md?metric=Recall%4020>): Higher is better; unit: PERCENT.

- [Recall@100](<https://www.sota2.com/research/sota/sentence-to-graph-retrieval-on-visual-genome-gallery-size-1000-test.md?metric=Recall%40100>): Higher is better; unit: PERCENT.

- [Median Rank](<https://www.sota2.com/research/sota/sentence-to-graph-retrieval-on-visual-genome-gallery-size-1000-test.md?metric=Median%20Rank>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Recall@20 | Result date | Report paper |
| --- | --- | --- | --- |
| TDE | 20.8 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 19.1 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 19 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 18.5 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 17 | Not recorded | 68fa67381e209131cea14f05 |
| TE | 15.9 | Not recorded | 68fa67381e209131cea14f05 |
| TDE | 14.7 | Not recorded | 68fa67381e209131cea14f05 |
| X2Y-Tr | 14.5 | Not recorded | 68fa67381e209131cea14f05 |
| X2Y | 14.3 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 13.7 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 13.4 | Not recorded | 68fa67381e209131cea14f05 |
| Resample | 13.1 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 12.9 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 12.3 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 11.6 | Not recorded | 68fa67381e209131cea14f05 |
| Focal | 10.9 | Not recorded | 68fa67381e209131cea14f05 |
| Baseline | 9.9 | Not recorded | 68fa67381e209131cea14f05 |
| Reweight | 9.7 | Not recorded | 68fa67381e209131cea14f05 |
| NIE | 6.7 | Not recorded | 68fa67381e209131cea14f05 |

### TDE

Recall@20: 20.8. Result ID: 698d216d8b517eb4331f38da.

[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: {"Model":"MOTIFS+","Fusion":"GATE"}. This record does not assert independent reproduction.

### TDE

Recall@20: 19.1. Result ID: 698d216d8b517eb4331f38e2.

[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: {"Model":"VCTree","Fusion":"GATE"}. This record does not assert independent reproduction.

### TDE

Recall@20: 19. Result ID: 698d216d8b517eb4331f38e0.

[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: {"Model":"VCTree","Fusion":"SUM"}. This record does not assert independent reproduction.

### TDE

Recall@20: 18.5. Result ID: 698d216d8b517eb4331f38de.

[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: {"Model":"VTransE","Fusion":"GATE"}. This record does not assert independent reproduction.

### TDE

Recall@20: 17. Result ID: 698d216d8b517eb4331f38d8.

[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: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction.

### TE

Recall@20: 15.9. Result ID: 698d216d8b517eb4331f38d6.

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

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

### TDE

Recall@20: 14.7. Result ID: 698d216d8b517eb4331f38dc.

[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: {"Model":"VTransE","Fusion":"SUM"}. This record does not assert independent reproduction.

### X2Y-Tr

Recall@20: 14.5. Result ID: 698d216d8b517eb4331f38d5.

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

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

### X2Y

Recall@20: 14.3. Result ID: 698d216d8b517eb4331f38d4.

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

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

### Baseline

Recall@20: 13.7. Result ID: 698d216d8b517eb4331f38d9.

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

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

### Baseline

Recall@20: 13.4. Result ID: 698d216d8b517eb4331f38e1.

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

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

### Resample

Recall@20: 13.1. Result ID: 698d216d8b517eb4331f38d3.

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

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

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

### Baseline

Recall@20: 12.9. Result ID: 698d216d8b517eb4331f38dd.

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

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

### Baseline

Recall@20: 12.3. Result ID: 698d216d8b517eb4331f38db.

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

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

### Baseline

Recall@20: 11.6. Result ID: 698d216d8b517eb4331f38d0.

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

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

### Focal

Recall@20: 10.9. Result ID: 698d216d8b517eb4331f38d1.

[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: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction.

### Baseline

Recall@20: 9.9. Result ID: 698d216d8b517eb4331f38df.

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

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

### Reweight

Recall@20: 9.7. Result ID: 698d216d8b517eb4331f38d2.

[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: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction.

### NIE

Recall@20: 6.7. Result ID: 698d216d8b517eb4331f38d7.

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

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

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