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The survey aims to address the challenges of evaluating visual quality in dynamic and 3D content using modern methods.

April 22, 2026SensorsOpen Access

The New Frontier of Quality Evaluation for Visual Sensors: A Survey of Large Multimodal Model-Based Methods

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The survey aims to address the challenges of evaluating visual quality in dynamic and 3D content using modern methods.
Reviewed traditional quality models and their limitations.
Analyzed large multimodal models for visual quality assessment.
Identified challenges and opportunities in sensor-aware evaluation systems.
Conventional models struggle with complex attributes in modern visuals.
Multimodal models improve semantic understanding and assessment accuracy.
The survey identifies future opportunities for enhancing visual quality systems.

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This survey reviews advancements in visual quality assessment, highlighting multimodal models' implications for sensor data.

Ge et al. (2026) studied this question.

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