ADL recognition on CASAS Aruba
0.91Weighted F1 ScoreDomusFM
Evaluation results
| Method | Links | |
|---|---|---|
| DomusFMTrain Data %=30%, Evaluation protocol=5-fold cross-validation2026.02 | 0.91 | |
| DomusFMTrain Data %=15%, Evaluation protocol=5-fold cross-validation2026.02 | 0.82 | |
| E-ADLLMSegmentation Strategy=event-based, Evaluation Protocol=zero-shot, LLM Model=Gemma3 27b2026.01 | 0.8 | |
| DomusFMTrain Data %=10%, Evaluation protocol=5-fold cross-validation2026.02 | 0.78 | |
| DomusFMTrain Data %=5%, Evaluation protocol=5-fold cross-validation2026.02 | 0.76 | |
| DeepCASASTrain Data %=30%, Evaluation protocol=5-fold cross-validation2026.02 | 0.73 | |
| DeepCASASTrain Data %=10%, Evaluation protocol=5-fold cross-validation2026.02 | 0.72 | |
| DeepCASASTrain Data %=15%, Evaluation protocol=5-fold cross-validation2026.02 | 0.72 | |
| DeepCASASTrain Data %=5%, Evaluation protocol=5-fold cross-validation2026.02 | 0.71 | |
| ADL-LLMSegmentation Strategy=time-based, Evaluation Protocol=zero-shot2026.01 | 0.5 |