HistoFusionNet combines histogram transformer blocks with a frequency-aware refinement branch in a multi-scale encoder-decoder to achieve top performance on nighttime image dehazing, ranking first in the NTIRE 2026 challenge.
Swinir: Image restoration using swin transformer
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HistoFusionNet: Histogram-Guided Fusion and Frequency-Adaptive Refinement for Nighttime Image Dehazing
HistoFusionNet combines histogram transformer blocks with a frequency-aware refinement branch in a multi-scale encoder-decoder to achieve top performance on nighttime image dehazing, ranking first in the NTIRE 2026 challenge.