# Object Keypoint Detection on OCHuman v1.0 (val) Source: [Object Keypoint Detection on OCHuman v1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:36.775Z Evaluation of Object Keypoint Detection performance on the validation split of the OCHuman v1.0 dataset, reporting metrics such as AP. 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 | Object Keypoint Detection | | Dataset (including any stated split) | OCHuman v1.0 (val) | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | BUCTD-COAM-W48 | 49 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W48 | 48.8 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W48 | 48.3 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W32 | 47.3 | Not recorded | 68fa5f511e209131ce9e8f68 | | CID-W48 | 46.1 | Not recorded | 68fa5f511e209131ce9e8f68 | | CID-W32 | 45.7 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W32 | 44.1 | Not recorded | 68fa5f511e209131ce9e8f68 | | MIPNet-W48\* | 42 | Not recorded | 68fa5f511e209131ce9e8f68 | | LOGO-CAP-W48 | 41.2 | Not recorded | 68fa5f511e209131ce9e8f68 | | HigherHRNet-W32 | 40 | Not recorded | 68fa5f511e209131ce9e8f68 | | DEKR | 37.9 | Not recorded | 68fa5f511e209131ce9e8f68 | | HRNet-W48+ | 37.8 | Not recorded | 68fa5f511e209131ce9e8f68 | | HGG | 35.6 | Not recorded | 68fa5f511e209131ce9e8f68 | ### BUCTD-COAM-W48 AP: 49. Result ID: 698bc2807a967eddb77125fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Condition Source":"CID-W32","Resolution":"256x192","Generative Sampling":true,"Iterative Refinement":"3x"}. This record does not assert independent reproduction. ### BUCTD-COAM-W48 AP: 48.8. Result ID: 698bc2807a967eddb77125fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Condition Source":"CID-W32","Resolution":"256x192","Generative Sampling":true,"Iterative Refinement":"2x"}. This record does not assert independent reproduction. ### BUCTD-COAM-W48 AP: 48.3. Result ID: 698bc2807a967eddb77125f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Condition Source":"CID-W32","Resolution":"256x192","Generative Sampling":true}. This record does not assert independent reproduction. ### BUCTD-COAM-W32 AP: 47.3. Result ID: 698bc2807a967eddb77125f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Condition Source":"CID-W32","Resolution":"256x192"}. This record does not assert independent reproduction. ### CID-W48 AP: 46.1. Result ID: 698bc2807a967eddb77125f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"W48"}. This record does not assert independent reproduction. ### CID-W32 AP: 45.7. Result ID: 698bc2807a967eddb77125f3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"W32"}. This record does not assert independent reproduction. ### BUCTD-COAM-W32 AP: 44.1. Result ID: 698bc2807a967eddb77125f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Condition Source":"HrHRNet-W32","Resolution":"256x192"}. This record does not assert independent reproduction. ### MIPNet-W48\* AP: 42. Result ID: 698bc2807a967eddb77125f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HRNet-W48"}. This record does not assert independent reproduction. ### LOGO-CAP-W48 AP: 41.2. Result ID: 698bc2807a967eddb77125f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HRNet-W48"}. This record does not assert independent reproduction. ### HigherHRNet-W32 AP: 40. Result ID: 698bc2807a967eddb77125f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HRNet-W32"}. This record does not assert independent reproduction. ### DEKR AP: 37.9. Result ID: 698bc2807a967eddb77125f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRNet-W48+ AP: 37.8. Result ID: 698bc2807a967eddb77125f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HRNet-W48"}. This record does not assert independent reproduction. ### HGG AP: 35.6. Result ID: 698bc2807a967eddb77125ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.