Image Caption Pair
Image-caption pairs, comprising an image and its corresponding textual description, are fundamental to vision-language research, primarily aiming to improve multimodal understanding and generation. Current research focuses on leveraging these pairs to enhance model capabilities in tasks like image captioning, object detection, and retrieval, often employing contrastive learning and diffusion models, as well as large language models for caption enrichment. This area is significant because improved vision-language alignment enables advancements in various applications, including zero-shot learning, medical image analysis, and more robust and efficient multimodal systems.
Papers
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