Integrating additional modalities, such as audio or video, into the SUPIR framework can significantly enhance the image restoration capabilities. For example, incorporating audio data can enable the model to restore images based on audio descriptions or cues, providing a new dimension for image restoration. Similarly, integrating video data can allow the model to leverage temporal information for more accurate restoration of dynamic scenes or moving objects. By combining multiple modalities, SUPIR can achieve a more comprehensive understanding of the context surrounding an image, leading to improved restoration results across a wider range of scenarios.