Limits of super-resolution
[Baker & Kanade, 2002]
Performance degrades significantly beyond 4x or so
Doesn’t matter how many new images you add
•
space of possible (ambiguous) solutions explodes quickly
Major cause
•
quantizing pixels to 8-bit gray values
Possible solutions:
•
nonlinear techniques (e.g., L1)
•
better priors (e.g., using domain knowledge)
–
Baker & Kanade “Hallucination”, 2002
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Freeman et al. “Example-based super-resolution”