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Hierarchical representation allocation for efficient image super-resolution
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DOI：10.1016/j.patcog.2026.114408.png)
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Abstract
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• We propose a hierarchical allocation SR framework for efficient capacity usage. • We design AGSM for allocation-guided branch pre-allocation and modulation. • We design ACFGLR for allocation-conditioned region-level local refinement.
Keywords:
Single image super-resolution
Lightweight super-resolution
Hierarchical representation allocation
Allocation-guided spatial modulation
Fine-grained local refinement
Journal
IF:
7.6
Papers:
1.3W
Citations:
4.5W
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Cited Papers