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Unlike previous unified models that rely on task-specific headers or complex adapters, X-Decoder reformulates various visual tasks (e.g., semantic segmentation, instance segmentation, image captioning, and visual question answering) into a sequence-to-sequence generation problem. It achieves this by unifying pixel-level, image-level, and language-level decoding within a single transformer-based framework. By sharing the majority of parameters across tasks, X-Decoder demonstrates exceptional parameter efficiency and outperforms specialized state-of-the-art models across multiple benchmarks while maintaining a highly compact model size. Xdecoder 10.3 Free - MHH AUTO - Page 1

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A: You can use the following BibTeX format: X-Decoder reformulates various visual tasks (e.g.