The NTIRE 2026 RAIM challenge introduces a benchmark where MLLMs must select the superior image from high-quality pairs and provide grounded expert-level explanations for the choice.
Uniqa: Unified vision-language pre-training for image qual- ity and aesthetic assessment.arXiv preprint, 2025
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NTIRE 2026 The 3rd Restore Any Image Model (RAIM) Challenge: Professional Image Quality Assessment (Track 1)
The NTIRE 2026 RAIM challenge introduces a benchmark where MLLMs must select the superior image from high-quality pairs and provide grounded expert-level explanations for the choice.