ADL recognition on Kasteren C
0.81Weighted F1-scoreDomusFM
Evaluation results
| Method | Links | |
|---|---|---|
| DomusFMTrain Data %=30%, Evaluation protocol=5-fold cross-validation2026.02 | 0.81 | |
| DomusFMlabeled data percentage=30%2026.02 | 0.81 | |
| DomusFMTrain Data %=15%, Evaluation protocol=5-fold cross-validation2026.02 | 0.72 | |
| DomusFMlabeled data percentage=15%2026.02 | 0.72 | |
| DomusFMTrain Data %=10%, Evaluation protocol=5-fold cross-validation2026.02 | 0.67 | |
| DomusFMlabeled data percentage=10%2026.02 | 0.67 | |
| DomusFMTrain Data %=5%, Evaluation protocol=5-fold cross-validation2026.02 | 0.59 | |
| DomusFMlabeled data percentage=5%2026.02 | 0.59 | |
| LLMlearning approach=zero-shot2026.02 | 0.48 | |
| DeepCASASTrain Data %=30%, Evaluation protocol=5-fold cross-validation2026.02 | 0.4 | |
| DeepCASASTrain Data %=15%, Evaluation protocol=5-fold cross-validation2026.02 | 0.36 | |
| DeepCASASTrain Data %=10%, Evaluation protocol=5-fold cross-validation2026.02 | 0.35 | |
| DeepCASASTrain Data %=5%, Evaluation protocol=5-fold cross-validation2026.02 | 0.31 |