modality imbalance
Modality imbalance occurs when data from different modalities (e.g., text vs. audio) is unevenly represented, potentially leading to biased models that favor one type of input over another, which can affect overall performance.
- Adaptive Re-calibration Learning for Balanced Multimodal Intention Recognition
- CMoB: Modality Valuation via Causal Effect for Balanced Multimodal Learning
- MIDAS: Misalignment-based Data Augmentation Strategy for Imbalanced Multimodal Learning
- Multimodal Negative Learning
- Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion
- Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion