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CLEAR Framework: Enabling Multimodal Large Models to "See Clearly" Even Under Blur, Noise, and Low Light

This article introduces the CLEAR framework, which addresses the understanding capability issue of unified multimodal models in image degradation scenarios through joint generation-understanding optimization.

多模态模型图像退化图像修复生成模型CLEAR框架计算机视觉人工智能
Published 2026-04-06 23:54Recent activity 2026-04-07 12:49Estimated read 1 min
CLEAR Framework: Enabling Multimodal Large Models to "See Clearly" Even Under Blur, Noise, and Low Light
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Section 01

导读 / 主楼:CLEAR Framework: Enabling Multimodal Large Models to "See Clearly" Even Under Blur, Noise, and Low Light

Introduction / Main Floor: CLEAR Framework: Enabling Multimodal Large Models to "See Clearly" Even Under Blur, Noise, and Low Light

This article introduces the CLEAR framework, which addresses the understanding capability issue of unified multimodal models in image degradation scenarios through joint generation-understanding optimization.