# Action Recognition on ActionSense Natural Distribution Source: [Action Recognition on ActionSense Natural Distribution]() Collection index: [llms.txt]() Data updated: 2026-03-12T08:03:46.188Z Evaluation of Action Recognition performance on the ActionSense Natural Distribution dataset, including metrics like Accuracy and Communication Overhead. 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 | Action Recognition | | Dataset (including any stated split) | ActionSense Natural Distribution | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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. - [Communication Overhead (MB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MFedMC (Ours) | 98.87 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Client Sel. | 90.39 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Joint Sel. | 89.3 | Not recorded | 68fa72051e209131cea542ce | | Ours w/o Modality Sel. | 88.85 | Not recorded | 68fa72051e209131cea542ce | | FL-FD | 51.57 | Not recorded | 68fa72051e209131cea542ce | | Harmony | 50.72 | Not recorded | 68fa72051e209131cea542ce | | MMFed | 47.24 | Not recorded | 68fa72051e209131cea542ce | | FLASH | 34.77 | Not recorded | 68fa72051e209131cea542ce | | FedMultimodal | 24.81 | Not recorded | 68fa72051e209131cea542ce | ### MFedMC (Ours) Accuracy: 98.87. Result ID: 69b271e96dbb7075b95cd7c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy","Specific Config":"δ=0.2, γ=1, αs=1/3, αc=1/3, αr=1/3"}. This record does not assert independent reproduction. ### Ours w/o Client Sel. Accuracy: 90.39. Result ID: 69b271e96dbb7075b95cd7c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Ours w/o Joint Sel. Accuracy: 89.3. Result ID: 69b271e96dbb7075b95cd7c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Ours w/o Modality Sel. Accuracy: 88.85. Result ID: 69b271e96dbb7075b95cd7c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FL-FD Accuracy: 51.57. Result ID: 69b271e96dbb7075b95cd7bd. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### Harmony Accuracy: 50.72. Result ID: 69b271e96dbb7075b95cd7c1. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### MMFed Accuracy: 47.24. Result ID: 69b271e96dbb7075b95cd7be. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FLASH Accuracy: 34.77. Result ID: 69b271e96dbb7075b95cd7c0. [Reporting paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. ### FedMultimodal Accuracy: 24.81. Result ID: 69b271e96dbb7075b95cd7bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.