Figure7

Figure 7. RCD demonstrates robust generalization capabilities to counterintuitive images, thereby enhancing the accuracy of MLLMs’ visual understanding. Correct and hallucinatory content are highlighted in green and red, respectively. RCD: Retrieval contrastive decoding.