# 3D Hand Shape and Color Reconstruction on DeepHandMesh (test) Source: [3D Hand Shape and Color Reconstruction on DeepHandMesh (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:59.622Z Evaluation of 3D Hand Shape and Color Reconstruction performance on the test split of the DeepHandMesh dataset, reporting metrics like V2V, V2S, and PSNR. 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 | 3D Hand Shape and Color Reconstruction | | Dataset (including any stated split) | DeepHandMesh (test) | | Metric | V2V Distance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [V2V Distance](): Lower is better; unit: SCALAR. - [V2S Distance](): Lower is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. ## Recorded results | Method | V2V Distance | Result date | Report paper | | --- | --- | --- | --- | | LISA-full | 3.53 | Not recorded | 68fa6c291e209131cea32716 | | LISA-im | 3.62 | Not recorded | 68fa6c291e209131cea32716 | | LISA-full | 3.7 | Not recorded | 68fa6c291e209131cea32716 | | LISA-full | 3.84 | Not recorded | 68fa6c291e209131cea32716 | | LISA-im | 3.86 | Not recorded | 68fa6c291e209131cea32716 | | NASA | 5.04 | Not recorded | 68fa6c291e209131cea32716 | | NASA | 5.11 | Not recorded | 68fa6c291e209131cea32716 | | LISA-im | 5.48 | Not recorded | 68fa6c291e209131cea32716 | | NASA | 5.89 | Not recorded | 68fa6c291e209131cea32716 | | VolSDF | 7.15 | Not recorded | 68fa6c291e209131cea32716 | | VolSDF | 7.15 | Not recorded | 68fa6c291e209131cea32716 | | VolSDF | 7.27 | Not recorded | 68fa6c291e209131cea32716 | | NARF | 7.44 | Not recorded | 68fa6c291e209131cea32716 | | NARF | 7.45 | Not recorded | 68fa6c291e209131cea32716 | | NARF | 7.93 | Not recorded | 68fa6c291e209131cea32716 | | DHM | 9.86 | Not recorded | 68fa6c291e209131cea32716 | | MANO | 13.81 | Not recorded | 68fa6c291e209131cea32716 | ### LISA-full V2V Distance: 3.53. Result ID: 698ee39e729b416a4aa5949d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"views":"4"}. This record does not assert independent reproduction. ### LISA-im V2V Distance: 3.62. Result ID: 698ee39e729b416a4aa5949a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"views":"4"}. This record does not assert independent reproduction. ### LISA-full V2V Distance: 3.7. Result ID: 698ee39e729b416a4aa5949c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"views":"2"}. This record does not assert independent reproduction. ### LISA-full V2V Distance: 3.84. Result ID: 698ee39e729b416a4aa5949b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"views":"1"}. This record does not assert independent reproduction. ### LISA-im V2V Distance: 3.86. Result ID: 698ee39e729b416a4aa59499. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"views":"2"}. This record does not assert independent reproduction. ### NASA V2V Distance: 5.04. Result ID: 698ee39e729b416a4aa59494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"4"}. This record does not assert independent reproduction. ### NASA V2V Distance: 5.11. Result ID: 698ee39e729b416a4aa59493. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"2"}. This record does not assert independent reproduction. ### LISA-im V2V Distance: 5.48. Result ID: 698ee39e729b416a4aa59498. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"views":"1"}. This record does not assert independent reproduction. ### NASA V2V Distance: 5.89. Result ID: 698ee39e729b416a4aa59492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"1"}. This record does not assert independent reproduction. ### VolSDF V2V Distance: 7.15. Result ID: 698ee39e729b416a4aa5948f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"1"}. This record does not assert independent reproduction. ### VolSDF V2V Distance: 7.15. Result ID: 698ee39e729b416a4aa59490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"2"}. This record does not assert independent reproduction. ### VolSDF V2V Distance: 7.27. Result ID: 698ee39e729b416a4aa59491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"4"}. This record does not assert independent reproduction. ### NARF V2V Distance: 7.44. Result ID: 698ee39e729b416a4aa59495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"1"}. This record does not assert independent reproduction. ### NARF V2V Distance: 7.45. Result ID: 698ee39e729b416a4aa59496. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"2"}. This record does not assert independent reproduction. ### NARF V2V Distance: 7.93. Result ID: 698ee39e729b416a4aa59497. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"4"}. This record does not assert independent reproduction. ### DHM V2V Distance: 9.86. Result ID: 698ee39e729b416a4aa5948e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"1"}. This record does not assert independent reproduction. ### MANO V2V Distance: 13.81. Result ID: 698ee39e729b416a4aa5948d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"views":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.