Figure10

Figure 10. Qualitative results on our proposed image captioning benchmark. Our method RCD improves the accuracy of image descriptions and reduces various types of visual hallucinations. Additionally, RCD enhances the specificity of the descriptions. Incorrect content is highlighted in red, while correct content is highlighted in green. RCD: Retrieval contrastive decoding.