How do you approach the problem of modality imbalance in multimodal AI?
Instruction: Provide a detailed explanation of strategies or methods used to handle scenarios where one modality is more dominant or has more data available than others.
Context: This question assesses the candidate's ability to address the common issue of modality imbalance in multimodal AI systems, which can significantly affect model performance.
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Modality imbalance happens when one modality dominates learning because it is easier to optimize on, more strongly correlated with the label, or simply cleaner than the...