The frequent occurrence of forest fires causes irreparable damage to the environment and economy. Therefore, accurate detection is particularly important. Due various shapes textures flames large variation in target scales, traditional fire methods have high false alarm rates poor adaptability, which results severe limitations. To address problem low accuracy caused by multi-scale characteristi...