Context Image

Context image research focuses on detecting the misuse of images paired with misleading captions, a prevalent form of misinformation. Current efforts concentrate on developing robust multimodal models, often leveraging large language models and vision-language models like CLIP, to assess the coherence between images and their accompanying text, sometimes incorporating techniques like prompt engineering and logic regularization to improve interpretability and accuracy. This work is crucial for combating the spread of online misinformation and has significant implications for fact-checking, social media monitoring, and maintaining the integrity of online information.