๐๐จ๐ญ๐ข๐ฏ๐๐ญ๐ข๐จ๐ง & ๐๐ก๐๐ฅ๐ฅ๐๐ง๐ ๐: Real-world dehazing needs flexible distribution mapping without sacrificing image details, where we observe that schrรถdinger bridge serves as a promising solution. Therefore, we propose DehazeSB, which combines a Schrodinger Bridge with detail-preserving regularization and learned haze-aware CLIP guidance.