# Gesture Recognition on Chalearn IsoGD (test) Source: [Gesture Recognition on Chalearn IsoGD (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:06.845Z Evaluation of Gesture Recognition performance on the test split of the Chalearn IsoGD dataset, typically measured by Accuracy. 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 | Gesture Recognition | | Dataset (including any stated split) | Chalearn IsoGD (test) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CAPF | 66.79 | Not recorded | 68fa6b7f1e209131cea2e996 | | Proposed Method (Multiplication) | 66.71 | Not recorded | 68fa6b7f1e209131cea2e996 | | Proposed Method (Addition) | 66.68 | Not recorded | 68fa6b7f1e209131cea2e996 | | NAS | 65.54 | Not recorded | 68fa6b7f1e209131cea2e996 | | AttentionLSTM | 61.05 | Not recorded | 68fa6b7f1e209131cea2e996 | | Proposed Method | 60.87 | Not recorded | 68fa6b7f1e209131cea2e996 | | Proposed Method | 60.17 | Not recorded | 68fa6b7f1e209131cea2e996 | | NAS | 58.88 | Not recorded | 68fa6b7f1e209131cea2e996 | | AttentionLSTM | 57.42 | Not recorded | 68fa6b7f1e209131cea2e996 | | NAS | 55.68 | Not recorded | 68fa6b7f1e209131cea2e996 | | 3DDSN | 54.95 | Not recorded | 68fa6b7f1e209131cea2e996 | | AttentionLSTM | 54.18 | Not recorded | 68fa6b7f1e209131cea2e996 | | 3DDSN | 46.08 | Not recorded | 68fa6b7f1e209131cea2e996 | ### CAPF Accuracy: 66.79. Result ID: 698e9091ffc3901de09eb18e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Proposed Method (Multiplication) Accuracy: 66.71. Result ID: 698e9091ffc3901de09eb18c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Proposed Method (Addition) Accuracy: 66.68. Result ID: 698e9091ffc3901de09eb18d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### NAS Accuracy: 65.54. Result ID: 698e9091ffc3901de09eb18b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### AttentionLSTM Accuracy: 61.05. Result ID: 698e9091ffc3901de09eb18a. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Proposed Method Accuracy: 60.87. Result ID: 698e9091ffc3901de09eb185. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. ### Proposed Method Accuracy: 60.17. Result ID: 698e9091ffc3901de09eb189. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. ### NAS Accuracy: 58.88. Result ID: 698e9091ffc3901de09eb184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. ### AttentionLSTM Accuracy: 57.42. Result ID: 698e9091ffc3901de09eb183. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. ### NAS Accuracy: 55.68. Result ID: 698e9091ffc3901de09eb188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. ### 3DDSN Accuracy: 54.95. Result ID: 698e9091ffc3901de09eb187. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. ### AttentionLSTM Accuracy: 54.18. Result ID: 698e9091ffc3901de09eb186. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. ### 3DDSN Accuracy: 46.08. Result ID: 698e9091ffc3901de09eb182. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.