# Scene Graph Detection on Panoptic Scene Graph (PSG) (test) Source: [Scene Graph Detection on Panoptic Scene Graph (PSG) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:40.985Z Evaluation of Scene Graph Detection performance on the test split of the Panoptic Scene Graph (PSG) dataset, measured using R@K and mR@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) | Panoptic Scene Graph (PSG) (test) | | Metric | R@20 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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@20](): Higher is better; unit: PERCENT. - [mR@20](): Higher is better; unit: PERCENT. - [R@50](): Higher is better; unit: PERCENT. - [mR@50](): Higher is better; unit: PERCENT. - [R@100](): Higher is better; unit: PERCENT. - [mR@100](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@20 | Result date | Report paper | | --- | --- | --- | --- | | HiLo | 40.6 | Not recorded | 68fa70541e209131cea4a486 | | VLPrompt | 39.4 | Not recorded | 68fa73bf1e209131cea5e3a2 | | HiLo | 38.5 | Not recorded | 68fa70541e209131cea4a486 | | HiLo | 34.1 | Not recorded | 68fa70541e209131cea4a486 | | HiLo | 34.1 | Not recorded | 68fa73bf1e209131cea5e3a2 | | PairNet | 29.6 | Not recorded | 68fa73bf1e209131cea5e3a2 | | PSGTR | 28.4 | Not recorded | 68fa70541e209131cea4a486 | | PSGTR | 28.4 | Not recorded | 68fa73bf1e209131cea5e3a2 | | VCTree | 20.6 | Not recorded | 68fa70541e209131cea4a486 | | VCTree | 20.6 | Not recorded | 68fa73bf1e209131cea5e3a2 | | MOTIF | 20 | Not recorded | 68fa70541e209131cea4a486 | | MOTIF | 20 | Not recorded | 68fa73bf1e209131cea5e3a2 | | PSGFormer | 18 | Not recorded | 68fa70541e209131cea4a486 | | PSGFormer | 18 | Not recorded | 68fa73bf1e209131cea5e3a2 | | GPSNet | 17.8 | Not recorded | 68fa70541e209131cea4a486 | | GPSNet | 17.8 | Not recorded | 68fa73bf1e209131cea5e3a2 | | IMP | 16.5 | Not recorded | 68fa70541e209131cea4a486 | | IMP | 16.5 | Not recorded | 68fa73bf1e209131cea5e3a2 | ### HiLo R@20: 40.6. Result ID: 6991286c3a6c314849061c3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-L"}. This record does not assert independent reproduction. ### VLPrompt R@20: 39.4. Result ID: 69930c463a6c314849135273. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Input":"Vision + Language"}. This record does not assert independent reproduction. ### HiLo R@20: 38.5. Result ID: 6991286c3a6c314849061c39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B"}. This record does not assert independent reproduction. ### HiLo R@20: 34.1. Result ID: 6991286c3a6c314849061c38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R50"}. This record does not assert independent reproduction. ### HiLo R@20: 34.1. Result ID: 69930c463a6c314849135272. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. ### PairNet R@20: 29.6. Result ID: 69930c463a6c314849135271. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. ### PSGTR R@20: 28.4. Result ID: 6991286c3a6c314849061c36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R50"}. This record does not assert independent reproduction. ### PSGTR R@20: 28.4. Result ID: 69930c463a6c31484913526f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. ### VCTree R@20: 20.6. Result ID: 6991286c3a6c314849061c34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R50"}. This record does not assert independent reproduction. ### VCTree R@20: 20.6. Result ID: 69930c463a6c31484913526d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. ### MOTIF R@20: 20. Result ID: 6991286c3a6c314849061c33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R50"}. This record does not assert independent reproduction. ### MOTIF R@20: 20. Result ID: 69930c463a6c31484913526c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. ### PSGFormer R@20: 18. Result ID: 6991286c3a6c314849061c37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R50"}. This record does not assert independent reproduction. ### PSGFormer R@20: 18. Result ID: 69930c463a6c314849135270. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. ### GPSNet R@20: 17.8. Result ID: 6991286c3a6c314849061c35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R50"}. This record does not assert independent reproduction. ### GPSNet R@20: 17.8. Result ID: 69930c463a6c31484913526e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. ### IMP R@20: 16.5. Result ID: 6991286c3a6c314849061c32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R50"}. This record does not assert independent reproduction. ### IMP R@20: 16.5. Result ID: 69930c463a6c31484913526b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Input":"Vision"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.