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Idiap Research Institute, Switzerland, 脡cole Polytechnique F茅d茅rale de Lausanne (EPFL), Switzerland
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Structured proxy judgments can refine reasoning outputs without needing exact gold standards, leading to substantial improvements in performance.
Stop training your image restoration models to mimic flawed ground truth; instead, explicitly optimize for perceptual quality using a plug-and-play module guided by No-Reference Image Quality Assessment.
Instead of discarding noisy pseudo-labels in image restoration, QualiTeacher leverages them by teaching the model to understand and even surpass the quality levels they represent.