# Monocular 3D Human Reconstruction on Monocular 3D Clothed Human Reconstruction Dataset (test) Source: [Monocular 3D Human Reconstruction on Monocular 3D Clothed Human Reconstruction Dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:11.535Z Evaluation of monocular 3D human reconstruction models using the Monocular 3D Clothed Human Reconstruction Dataset (test split), reporting geometric accuracy metrics like Chamfer Distance and P2S Distance, alongside computational 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 | Monocular 3D Human Reconstruction | | Dataset (including any stated split) | Monocular 3D Clothed Human Reconstruction Dataset (test) | | Metric | Inference time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 - [Inference time (s)](): Lower is better; unit: TIME. - [Normal Error](): Lower is better; unit: SCALAR. - [Chamfer Distance](): Lower is better; unit: SCALAR. - [P2S Distance](): Lower is better; unit: SCALAR. - [Total Params (M)](): Higher is better; unit: SIZE. ## Recorded results | Method | Inference time (s) | Result date | Report paper | | --- | --- | --- | --- | | PIFu | 0.37 | Not recorded | 68fa70f31e209131cea4e4d7 | | ICON | 0.37 | Not recorded | 68fa70f31e209131cea4e4d7 | | Pamir | 0.44 | Not recorded | 68fa70f31e209131cea4e4d7 | | GTA | 0.55 | Not recorded | 68fa70f31e209131cea4e4d7 | | ECON | 15.07 | Not recorded | 68fa70f31e209131cea4e4d7 | ### PIFu Inference time (s): 0.37. Result ID: 699168523a6c31484907eeaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICON Inference time (s): 0.37. Result ID: 699168523a6c31484907eeb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pamir Inference time (s): 0.44. Result ID: 699168523a6c31484907eeb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GTA Inference time (s): 0.55. Result ID: 699168523a6c31484907eead. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECON Inference time (s): 15.07. Result ID: 699168523a6c31484907eeb2. [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.