#dataset-bias

#dataset-bias

Image datasets power AI but pervasive bias, lack of consent, compensation, and diversity create legal, ethical, and fairness challenges requiring consent-based, well-annotated datasets and mitigation.

Training AI on diverse, representative, privacy-sanitised medical datasets reduces bias but raises large-scale patient privacy and data-protection concerns.