ADL recognition on CASAS Milan
0.92Weighted F1DomusFM
Evaluation results
| Method | Links | |
|---|---|---|
| DomusFMTrain Data %=30%, Evaluation protocol=5-fold cross-validation2026.02 | 0.92 | |
| DomusFMlabeled data percentage=30%2026.02 | 0.92 | |
| DomusFMTrain Data %=15%, Evaluation protocol=5-fold cross-validation2026.02 | 0.86 | |
| DomusFMlabeled data percentage=15%2026.02 | 0.86 | |
| DomusFMTrain Data %=10%, Evaluation protocol=5-fold cross-validation2026.02 | 0.82 | |
| DomusFMlabeled data percentage=10%2026.02 | 0.82 | |
| DomusFMTrain Data %=5%, Evaluation protocol=5-fold cross-validation2026.02 | 0.72 | |
| DomusFMlabeled data percentage=5%2026.02 | 0.72 | |
| DeepCASASTrain Data %=30%, Evaluation protocol=5-fold cross-validation2026.02 | 0.57 | |
| DeepCASASTrain Data %=15%, Evaluation protocol=5-fold cross-validation2026.02 | 0.56 | |
| LLMlearning approach=zero-shot2026.02 | 0.56 | |
| E-ADLLMSegmentation Strategy=event-based, Evaluation Protocol=zero-shot, LLM Model=Gemma3 27b2026.01 | 0.56 | |
| DeepCASASTrain Data %=10%, Evaluation protocol=5-fold cross-validation2026.02 | 0.55 | |
| DeepCASASTrain Data %=5%, Evaluation protocol=5-fold cross-validation2026.02 | 0.54 | |
| ADL-LLMSegmentation Strategy=time-based, Evaluation Protocol=zero-shot2026.01 | 0.4 |