Abstract: Highlights•Propose an end-to-end dehazing framework for deficient data, integrating haze processes in diffusion models.•Introduce depth-aware dehazing, progressively recovering images along camera lens.•Tests on synthetic and real datasets show our method surpasses current techniques.
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