Time Series Classification on HAR
98.83AccuracyMantisV2
Evaluation Results
| Method | Links | |
|---|---|---|
| MantisV2Zero-shot=true, Classifier=Logistic Regression2026.02 | 98.83 | |
| Mantis+Zero-shot=true, Classifier=Logistic Regression2026.02 | 98.71 | |
| NuTimeZero-shot=true, Classifier=Logistic Regression2026.02 | 97.51 | |
| TiRexZero-shot=true, Classifier=Logistic Regression2026.02 | 97.08 | |
| Chronos2Zero-shot=true, Classifier=Logistic Regression2026.02 | 96.99 | |
| TiConvNextZero-shot=true, Classifier=Logistic Regression2026.02 | 96.93 | |
| TiViT-HZero-shot=true, Classifier=Logistic Regression2026.02 | 96.61 | |
| MOMENTZero-shot=true, Classifier=Logistic Regression2026.02 | 94.91 | |
| Full DatasetBackbone=Transformer2026.02 | 94.24 | |
| Catch22+Zero-shot=true, Classifier=Logistic Regression2026.02 | 91.11 | |
| TabICLZero-shot=true, Classifier=Logistic Regression2026.02 | 90.73 | |
| TabPFNZero-shot=true, Classifier=Logistic Regression2026.02 | 89.38 | |
| ShapeCondRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 89.22 | |
| ShapeCondRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 86.92 | |
| CondTSCRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 83.45 | |
| SRe2LRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 83.44 | |
| MTTRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 81.6 | |
| DSARatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 79.7 | |
| CondTSCRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 79.37 | |
| ShapeCondRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 76.44 | |
| DCRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 76.03 | |
| DCRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 74.78 | |
| DSARatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 74.42 | |
| SRe2LRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 73.83 | |
| MTTRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 72.89 | |
| K-CenterRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 69.97 | |
| DSARatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 68.53 | |
| SRe2LRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 68.52 | |
| DCRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 67.97 | |
| CondTSCRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 66.2 | |
| MTTRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 65.86 | |
| K-CenterRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 63.99 | |
| HerdingRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 62.68 | |
| RandomRatio(%)=1.0, SPC=10, Backbone=Transformer2026.02 | 62.06 | |
| RandomRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 61.65 | |
| K-CenterRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 61.24 | |
| HerdingRatio(%)=0.5, SPC=5, Backbone=Transformer2026.02 | 60.46 | |
| HerdingRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 59.99 | |
| RandomRatio(%)=0.1, SPC=1, Backbone=Transformer2026.02 | 58.02 |