# Human Activity Recognition on Skoda (Macro F1) Source: [Human Activity Recognition on Skoda (Macro F1)]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:29:17.862Z Evaluation of Human Activity Recognition performance on the Skoda dataset, specifically reporting Macro F1-score. 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 | Human Activity Recognition | | Dataset (including any stated split) | Skoda | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | TinyHAR | 97.01 | Not recorded | 698969e7c97a0b3e3b5dc3cb | | TinierHAR | 96.99 | Not recorded | 698969e7c97a0b3e3b5dc3cb | | DeepConvLSTM | 95.25 | Not recorded | 698969e7c97a0b3e3b5dc3cb | | µBi-ConvLSTM | 94.46 | Not recorded | 698969e7c97a0b3e3b5dc3cb | | FastKAN (M-M-K) | 88.7 | Not recorded | 6a0d401ef984739ed673788f | | KAN-MLP-Mixer | 88.1 | Not recorded | 6a0d401ef984739ed673788f | | KAN (K-M-M) | 86 | Not recorded | 6a0d401ef984739ed673788f | | EfficientKAN (K-M-M) | 85.8 | Not recorded | 6a0d401ef984739ed673788f | | TinyHAR | 85.22 | Not recorded | 698c0d24c97a0b3e3b5e11e5 | | Crossover-BiDir-BabyMamba | 84.74 | Not recorded | 698c0d24c97a0b3e3b5e11e5 | | MLPHAR | 84.4 | Not recorded | 6a0d401ef984739ed673788f | | DeepConvLSTM | 84.27 | Not recorded | 698c0d24c97a0b3e3b5e11e5 | | TinierHAR | 84.21 | Not recorded | 698c0d24c97a0b3e3b5e11e5 | | EfficientKAN (M-M-K) | 83.5 | Not recorded | 6a0d401ef984739ed673788f | | KAN (M-M-K) | 83.4 | Not recorded | 6a0d401ef984739ed673788f | | LarctanKAN (M-M-K) | 83.4 | Not recorded | 6a0d401ef984739ed673788f | | LarctanKAN (K-M-M) | 81 | Not recorded | 6a0d401ef984739ed673788f | | FastKAN (M-K-M) | 80.8 | Not recorded | 6a0d401ef984739ed673788f | | WavKAN (K-M-M) | 79.3 | Not recorded | 6a0d401ef984739ed673788f | | WavKAN (M-K-M) | 72.9 | Not recorded | 6a0d401ef984739ed673788f | | FourierKAN (M-K-M) | 72.1 | Not recorded | 6a0d401ef984739ed673788f | | FourierKAN (K-M-M) | 71.4 | Not recorded | 6a0d401ef984739ed673788f | | CI-BabyMamba-HAR | 64.34 | Not recorded | 698c0d24c97a0b3e3b5e11e5 | | WavKAN (M-M-K) | 63.8 | Not recorded | 6a0d401ef984739ed673788f | | FourierKAN (M-M-K) | 52.8 | Not recorded | 6a0d401ef984739ed673788f | | EfficientKAN (M-K-M) | 52.6 | Not recorded | 6a0d401ef984739ed673788f | | KAN (M-K-M) | 52.5 | Not recorded | 6a0d401ef984739ed673788f | | FastKAN (K-M-M) | 42.6 | Not recorded | 6a0d401ef984739ed673788f | | LarctanKAN (M-K-M) | 42.6 | Not recorded | 6a0d401ef984739ed673788f | ### TinyHAR Macro F1: 97.01. Result ID: 699733635698665ec482dc36. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TinierHAR Macro F1: 96.99. Result ID: 699733635698665ec482dc37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepConvLSTM Macro F1: 95.25. Result ID: 699733635698665ec482dc35. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### µBi-ConvLSTM Macro F1: 94.46. Result ID: 699733635698665ec482dc34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FastKAN (M-M-K) Macro F1: 88.7. Result ID: 6a0d62b1fbc373592c050ebf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"FastKAN","Architecture configuration":"M-M-K"}. This record does not assert independent reproduction. ### KAN-MLP-Mixer Macro F1: 88.1. Result ID: 6a0d62b1fbc373592c050eca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KAN (K-M-M) Macro F1: 86. Result ID: 6a0d62b1fbc373592c050eb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"KAN","Architecture configuration":"K-M-M"}. This record does not assert independent reproduction. ### EfficientKAN (K-M-M) Macro F1: 85.8. Result ID: 6a0d62b1fbc373592c050eba. [Reporting paper]() Recorded evaluation configuration: {"KAN variant":"EfficientKAN","Architecture configuration":"K-M-M"}. This record does not assert independent reproduction. ### TinyHAR Macro F1: 85.22. Result ID: 69971b5b5698665ec46952de. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Crossover-BiDir-BabyMamba Macro F1: 84.74. Result ID: 69971b5b5698665ec46952dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Directionality":"Bidirectional"}. This record does not assert independent reproduction. ### MLPHAR Macro F1: 84.4. Result ID: 6a0d62b1fbc373592c050ec9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepConvLSTM Macro F1: 84.27. Result ID: 69971b5b5698665ec46952e0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TinierHAR Macro F1: 84.21. Result ID: 69971b5b5698665ec46952df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EfficientKAN (M-M-K) Macro F1: 83.5. Result ID: 6a0d62b1fbc373592c050ebc. [Reporting paper]() Recorded evaluation configuration: {"KAN variant":"EfficientKAN","Architecture configuration":"M-M-K"}. This record does not assert independent reproduction. ### KAN (M-M-K) Macro F1: 83.4. Result ID: 6a0d62b1fbc373592c050eb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"KAN","Architecture configuration":"M-M-K"}. This record does not assert independent reproduction. ### LarctanKAN (M-M-K) Macro F1: 83.4. Result ID: 6a0d62b1fbc373592c050ec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"LarctanKAN","Architecture configuration":"M-M-K"}. This record does not assert independent reproduction. ### LarctanKAN (K-M-M) Macro F1: 81. Result ID: 6a0d62b1fbc373592c050ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"LarctanKAN","Architecture configuration":"K-M-M"}. This record does not assert independent reproduction. ### FastKAN (M-K-M) Macro F1: 80.8. Result ID: 6a0d62b1fbc373592c050ebe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"FastKAN","Architecture configuration":"M-K-M"}. This record does not assert independent reproduction. ### WavKAN (K-M-M) Macro F1: 79.3. Result ID: 6a0d62b1fbc373592c050ec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"WavKAN","Architecture configuration":"K-M-M"}. This record does not assert independent reproduction. ### WavKAN (M-K-M) Macro F1: 72.9. Result ID: 6a0d62b1fbc373592c050ec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"WavKAN","Architecture configuration":"M-K-M"}. This record does not assert independent reproduction. ### FourierKAN (M-K-M) Macro F1: 72.1. Result ID: 6a0d62b1fbc373592c050ec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"FourierKAN","Architecture configuration":"M-K-M"}. This record does not assert independent reproduction. ### FourierKAN (K-M-M) Macro F1: 71.4. Result ID: 6a0d62b1fbc373592c050ec3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"FourierKAN","Architecture configuration":"K-M-M"}. This record does not assert independent reproduction. ### CI-BabyMamba-HAR Macro F1: 64.34. Result ID: 69971b5b5698665ec46952dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Channel Processing":"Channel Independent"}. This record does not assert independent reproduction. ### WavKAN (M-M-K) Macro F1: 63.8. Result ID: 6a0d62b1fbc373592c050ec2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"WavKAN","Architecture configuration":"M-M-K"}. This record does not assert independent reproduction. ### FourierKAN (M-M-K) Macro F1: 52.8. Result ID: 6a0d62b1fbc373592c050ec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"FourierKAN","Architecture configuration":"M-M-K"}. This record does not assert independent reproduction. ### EfficientKAN (M-K-M) Macro F1: 52.6. Result ID: 6a0d62b1fbc373592c050ebb. [Reporting paper]() Recorded evaluation configuration: {"KAN variant":"EfficientKAN","Architecture configuration":"M-K-M"}. This record does not assert independent reproduction. ### KAN (M-K-M) Macro F1: 52.5. Result ID: 6a0d62b1fbc373592c050eb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"KAN","Architecture configuration":"M-K-M"}. This record does not assert independent reproduction. ### FastKAN (K-M-M) Macro F1: 42.6. Result ID: 6a0d62b1fbc373592c050ebd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"FastKAN","Architecture configuration":"K-M-M"}. This record does not assert independent reproduction. ### LarctanKAN (M-K-M) Macro F1: 42.6. Result ID: 6a0d62b1fbc373592c050ec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KAN variant":"LarctanKAN","Architecture configuration":"M-K-M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.