Limitations in echo imaging that make artificial intelligence implementation in valve disease more challenging
| Image quality | Speckle noise, artefact. |
| Frame rate | Low frame rates, irregular frames resulting in fast and irregular motion of the valve leaflets. |
| Echogenicity | Lack of features to discriminate heart valve from adjacent myocardium, which have similar intensity and texture. |