# Object Keypoint Detection on OCHuman v1.0 (test) Source: [Object Keypoint Detection on OCHuman v1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:36.797Z Evaluation of Object Keypoint Detection performance on the OCHuman v1.0 test split, reporting AP 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 | Object Keypoint Detection | | Dataset (including any stated split) | OCHuman v1.0 (test) | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | 48.5 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W48 | 48.3 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W48 | 47.4 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W32 | 46.3 | Not recorded | 68fa5f511e209131ce9e8f68 | | CID-W48 | 45 | Not recorded | 68fa5f511e209131ce9e8f68 | | CID-W32 | 44.6 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-COAM-W32 | 43.5 | Not recorded | 68fa5f511e209131ce9e8f68 | | MIPNet-W48\* | 42.5 | Not recorded | 68fa5f511e209131ce9e8f68 | | LOGO-CAP-W48 | 40.4 | Not recorded | 68fa5f511e209131ce9e8f68 | | HigherHRNet-W32 | 39.4 | Not recorded | 68fa5f511e209131ce9e8f68 | | HRNet-W48+ | 37.2 | Not recorded | 68fa5f511e209131ce9e8f68 | | DEKR | 36.5 | Not recorded | 68fa5f511e209131ce9e8f68 | | HGG | 34.8 | Not recorded | 68fa5f511e209131ce9e8f68 | | AlphaPose+ | 27.5 | Not recorded | 68fa5f511e209131ce9e8f68 | ### BUCTD-COAM-W48 AP: 48.5. Result ID: 698bc2807a967eddb7712609. [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: 48.3. Result ID: 698bc2807a967eddb7712608. [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: 47.4. Result ID: 698bc2807a967eddb7712607. [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: 46.3. Result ID: 698bc2807a967eddb7712606. [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: 45. Result ID: 698bc2807a967eddb7712601. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"W48"}. This record does not assert independent reproduction. ### CID-W32 AP: 44.6. Result ID: 698bc2807a967eddb7712600. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"W32"}. This record does not assert independent reproduction. ### BUCTD-COAM-W32 AP: 43.5. Result ID: 698bc2807a967eddb7712605. [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: 42.5. Result ID: 698bc2807a967eddb7712604. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HRNet-W48"}. This record does not assert independent reproduction. ### LOGO-CAP-W48 AP: 40.4. Result ID: 698bc2807a967eddb77125fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HRNet-W48"}. This record does not assert independent reproduction. ### HigherHRNet-W32 AP: 39.4. Result ID: 698bc2807a967eddb77125fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HRNet-W32"}. This record does not assert independent reproduction. ### HRNet-W48+ AP: 37.2. Result ID: 698bc2807a967eddb7712603. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HRNet-W48"}. This record does not assert independent reproduction. ### DEKR AP: 36.5. Result ID: 698bc2807a967eddb77125ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HGG AP: 34.8. Result ID: 698bc2807a967eddb77125fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AlphaPose+ AP: 27.5. Result ID: 698bc2807a967eddb7712602. [Reporting paper]() [Method origin paper]() 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.