# Activity Recognition on UTD-MHAD Source: [Activity Recognition on UTD-MHAD]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:38:18.727Z Evaluation of Activity Recognition performance on the UTD-MHAD dataset, reporting Accuracy (Acc), F1 Score, and Recall at 2 (R@2). 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 | Activity Recognition | | Dataset (including any stated split) | UTD-MHAD | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. - [Recall @ 2](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | UniMTS | 22.8 | Not recorded | 68fa75701e209131cea67ee3 | | UniMTS | 22.8 | Not recorded | 6a0fe342f984739ed673a03b | | AnyMo | 16.3 | Not recorded | 6a0fe342f984739ed673a03b | | UniMTS w/o rot aug | 13.5 | Not recorded | 68fa75701e209131cea67ee3 | | UniMTS w/o text aug | 6.5 | Not recorded | 68fa75701e209131cea67ee3 | | Gemma 4 26B | 5.6 | Not recorded | 6a0fe342f984739ed673a03b | | Gemma 4 26B | 4.7 | Not recorded | 6a0fe342f984739ed673a03b | | IMU2CLIP | 3.7 | Not recorded | 68fa75701e209131cea67ee3 | | IMUGPT | 3.7 | Not recorded | 68fa75701e209131cea67ee3 | | LLaVA | 3.7 | Not recorded | 68fa75701e209131cea67ee3 | | IMU2CLIP | 3.7 | Not recorded | 6a0fe342f984739ed673a03b | | IMUGPT | 3.7 | Not recorded | 6a0fe342f984739ed673a03b | | NormWear | 3.7 | Not recorded | 6a0fe342f984739ed673a03b | | ImageBind | 3.3 | Not recorded | 68fa75701e209131cea67ee3 | | HARGPT | 3.3 | Not recorded | 68fa75701e209131cea67ee3 | | HARGPT | 3.3 | Not recorded | 6a0fe342f984739ed673a03b | | ImageBind | 2.3 | Not recorded | 6a0fe342f984739ed673a03b | | UniMTS w/o graph | 1.9 | Not recorded | 68fa75701e209131cea67ee3 | ### UniMTS Accuracy: 22.8. Result ID: 69a1660935dfcabb00e6cd08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### UniMTS Accuracy: 22.8. Result ID: 6a1023fbfbc373592c098979. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### AnyMo Accuracy: 16.3. Result ID: 6a1023fbfbc373592c09897d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### UniMTS w/o rot aug Accuracy: 13.5. Result ID: 69a1660935dfcabb00e6cd09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### UniMTS w/o text aug Accuracy: 6.5. Result ID: 69a1660935dfcabb00e6cd0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### Gemma 4 26B Accuracy: 5.6. Result ID: 6a1023fbfbc373592c09897c. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Input Format":"Plot"}. This record does not assert independent reproduction. ### Gemma 4 26B Accuracy: 4.7. Result ID: 6a1023fbfbc373592c09897b. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Input Format":"Text"}. This record does not assert independent reproduction. ### IMU2CLIP Accuracy: 3.7. Result ID: 69a1660935dfcabb00e6cd04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### IMUGPT Accuracy: 3.7. Result ID: 69a1660935dfcabb00e6cd05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### LLaVA Accuracy: 3.7. Result ID: 69a1660935dfcabb00e6cd07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### IMU2CLIP Accuracy: 3.7. Result ID: 6a1023fbfbc373592c098976. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### IMUGPT Accuracy: 3.7. Result ID: 6a1023fbfbc373592c098977. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### NormWear Accuracy: 3.7. Result ID: 6a1023fbfbc373592c09897a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### ImageBind Accuracy: 3.3. Result ID: 69a1660935dfcabb00e6cd03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### HARGPT Accuracy: 3.3. Result ID: 69a1660935dfcabb00e6cd06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### HARGPT Accuracy: 3.3. Result ID: 6a1023fbfbc373592c098978. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### ImageBind Accuracy: 2.3. Result ID: 6a1023fbfbc373592c098975. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### UniMTS w/o graph Accuracy: 1.9. Result ID: 69a1660935dfcabb00e6cd0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.