Restormer + Adaptive Frequency Learning Blocks for 5-task restoration:
denoise, derain, dehaze, deblur, low-light. 28.8M params, 110 MB F32.
FFT-based spectral decomposition with adaptive masking and cross-attention.
Parity: cos=0.999924 vs Python reference.
Source:
c-yn/AdaIR (MIT, ICLR 2025).