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AlignBench: Benchmarking Fine-Grained Image-Text Alignment with Synthetic Image-Caption Pairs

📝 Summary:
AlignBench is a new benchmark for fine-grained image-text alignment, using detailed synthetic image-caption pairs. It reveals that CLIP-based models struggle with compositional reasoning and shows detector self-preference.

🔹 Publication Date: Published on Nov 25

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.20515
• PDF: https://arxiv.org/pdf/2511.20515
• Project Page: https://dahlian00.github.io/AlignBench/
• Github: https://dahlian00.github.io/AlignBench/

Datasets citing this paper:
https://huggingface.co/datasets/omron-sinicx/AlignBench

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#ImageTextAlignment #MultimodalAI #ComputerVision #Benchmarking #CLIPModels