# Scene Graph Detection on VG 50 (test) Source: [Scene Graph Detection on VG 50 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:02.179Z Evaluation of Scene Graph Detection performance on the test split of the VG 50 dataset, measured using R@K, mR@K, and 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 Detection | | Dataset (including any stated split) | VG 50 (test) | | Metric | mR@50 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [mR@50](): Higher is better; unit: PERCENT. - [R@50](): Higher is better; unit: PERCENT. - [R@100](): Higher is better; unit: PERCENT. - [mR@100](): Higher is better; unit: PERCENT. - [F@50](): Higher is better; unit: PERCENT. - [F@100](): Higher is better; unit: PERCENT. ## Recorded results | Method | mR@50 | Result date | Report paper | | --- | --- | --- | --- | | DT2-ACBS | 22 | Not recorded | 68fa6d181e209131cea37ae8 | | VCTree-IETrans+Rwt | 21.5 | Not recorded | 68fa6d181e209131cea37ae8 | | Motif-IETrans+Rwt | 15.5 | Not recorded | 68fa6d181e209131cea37ae8 | | Transformer-IETrans+Rwt | 15.5 | Not recorded | 68fa6d181e209131cea37ae8 | | VCTree-IETrans | 15 | Not recorded | 68fa6d181e209131cea37ae8 | | VCTree-DLFE | 12.5 | Not recorded | 68fa6d181e209131cea37ae8 | | GPS-Net-IETrans+Rwt | 12.5 | Not recorded | 68fa6d181e209131cea37ae8 | | Transformer-IETrans | 12.4 | Not recorded | 68fa6d181e209131cea37ae8 | | Motif-IETrans | 12 | Not recorded | 68fa6d181e209131cea37ae8 | | Motif-DLFE | 11.7 | Not recorded | 68fa6d181e209131cea37ae8 | | GPS-Net-DeC | 11.2 | Not recorded | 68fa6d181e209131cea37ae8 | | GPS-Net-IETrans | 11.1 | Not recorded | 68fa6d181e209131cea37ae8 | | Transformer-CogTree | 11.1 | Not recorded | 68fa6d181e209131cea37ae8 | | BGNN | 10.7 | Not recorded | 68fa6d181e209131cea37ae8 | | Motif-CogTree | 10.4 | Not recorded | 68fa6d181e209131cea37ae8 | | VCTree-CogTree | 10.4 | Not recorded | 68fa6d181e209131cea37ae8 | | Motif-DeC | 10.2 | Not recorded | 68fa6d181e209131cea37ae8 | | PCPL | 9.5 | Not recorded | 68fa6d181e209131cea37ae8 | | VCTree-TDE | 9.3 | Not recorded | 68fa6d181e209131cea37ae8 | | Motif-TDE | 8.2 | Not recorded | 68fa6d181e209131cea37ae8 | | VCTree | 7.7 | Not recorded | 68fa6d181e209131cea37ae8 | | GPS-Net-Resampling | 7.4 | Not recorded | 68fa6d181e209131cea37ae8 | | GBNet | 7.1 | Not recorded | 68fa6d181e209131cea37ae8 | | Motif | 6.7 | Not recorded | 68fa6d181e209131cea37ae8 | | Transformer | 6.7 | Not recorded | 68fa6d181e209131cea37ae8 | | KERN | 6.4 | Not recorded | 68fa6d181e209131cea37ae8 | | GPS-Net | 5.9 | Not recorded | 68fa6d181e209131cea37ae8 | ### DT2-ACBS mR@50: 22. Result ID: 698f8d763a6c314849fa0ba6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCTree-IETrans+Rwt mR@50: 21.5. Result ID: 698f8d763a6c314849fa0bb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"VCTree","Method Component":"IETrans","reweighting strategy":true}. This record does not assert independent reproduction. ### Motif-IETrans+Rwt mR@50: 15.5. Result ID: 698f8d763a6c314849fa0bae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Motif","Method Component":"IETrans","reweighting strategy":true}. This record does not assert independent reproduction. ### Transformer-IETrans+Rwt mR@50: 15.5. Result ID: 698f8d763a6c314849fa0bbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Transformer","Method Component":"IETrans","reweighting strategy":true}. This record does not assert independent reproduction. ### VCTree-IETrans mR@50: 15. Result ID: 698f8d763a6c314849fa0bb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"VCTree","Method Component":"IETrans"}. This record does not assert independent reproduction. ### VCTree-DLFE mR@50: 12.5. Result ID: 698f8d763a6c314849fa0bb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"VCTree","Method Component":"DLFE"}. This record does not assert independent reproduction. ### GPS-Net-IETrans+Rwt mR@50: 12.5. Result ID: 698f8d763a6c314849fa0bb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"GPS-Net","Method Component":"IETrans","reweighting strategy":true}. This record does not assert independent reproduction. ### Transformer-IETrans mR@50: 12.4. Result ID: 698f8d763a6c314849fa0bbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Transformer","Method Component":"IETrans"}. This record does not assert independent reproduction. ### Motif-IETrans mR@50: 12. Result ID: 698f8d763a6c314849fa0bad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Motif","Method Component":"IETrans"}. This record does not assert independent reproduction. ### Motif-DLFE mR@50: 11.7. Result ID: 698f8d763a6c314849fa0bac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Motif","Method Component":"DLFE"}. This record does not assert independent reproduction. ### GPS-Net-DeC mR@50: 11.2. Result ID: 698f8d763a6c314849fa0bb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GPS-Net","Method Component":"DeC"}. This record does not assert independent reproduction. ### GPS-Net-IETrans mR@50: 11.1. Result ID: 698f8d763a6c314849fa0bb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"GPS-Net","Method Component":"IETrans"}. This record does not assert independent reproduction. ### Transformer-CogTree mR@50: 11.1. Result ID: 698f8d763a6c314849fa0bbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Transformer","Method Component":"CogTree"}. This record does not assert independent reproduction. ### BGNN mR@50: 10.7. Result ID: 698f8d763a6c314849fa0ba5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Motif-CogTree mR@50: 10.4. Result ID: 698f8d763a6c314849fa0baa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Motif","Method Component":"CogTree"}. This record does not assert independent reproduction. ### VCTree-CogTree mR@50: 10.4. Result ID: 698f8d763a6c314849fa0bb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"VCTree","Method Component":"CogTree"}. This record does not assert independent reproduction. ### Motif-DeC mR@50: 10.2. Result ID: 698f8d763a6c314849fa0bab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Motif","Method Component":"DeC"}. This record does not assert independent reproduction. ### PCPL mR@50: 9.5. Result ID: 698f8d763a6c314849fa0ba7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCTree-TDE mR@50: 9.3. Result ID: 698f8d763a6c314849fa0bb0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"VCTree","Method Component":"TDE"}. This record does not assert independent reproduction. ### Motif-TDE mR@50: 8.2. Result ID: 698f8d763a6c314849fa0ba9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Motif","Method Component":"TDE"}. This record does not assert independent reproduction. ### VCTree mR@50: 7.7. Result ID: 698f8d763a6c314849fa0baf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"VCTree"}. This record does not assert independent reproduction. ### GPS-Net-Resampling mR@50: 7.4. Result ID: 698f8d763a6c314849fa0bb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GPS-Net","Method Component":"Resampling"}. This record does not assert independent reproduction. ### GBNet mR@50: 7.1. Result ID: 698f8d763a6c314849fa0ba4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Motif mR@50: 6.7. Result ID: 698f8d763a6c314849fa0ba8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Motif"}. This record does not assert independent reproduction. ### Transformer mR@50: 6.7. Result ID: 698f8d763a6c314849fa0bba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Transformer"}. This record does not assert independent reproduction. ### KERN mR@50: 6.4. Result ID: 698f8d763a6c314849fa0ba3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPS-Net mR@50: 5.9. Result ID: 698f8d763a6c314849fa0bb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"GPS-Net"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.