Real-world super-resolution with VLM-based degradation prior learning
Abstract In Real-world Image Super-resolution (Real-SR) task, complex unknown degradations frequently induce ambiguous local structures, fundamentally constraining reconstruction fidelity. While accurate estimation of degradation processes from low-resolution observations enables SR models to mitiga...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-08-01
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| Series: | Scientific Reports |
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-025-14581-0 |
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