Efficient Building Footprint Extraction from High-resolution Remote Sensing Images via Progressive Lenient Supervision

The proposed BFSeg framework achieves consistent and high performance gain with little computational cost across multiple advanced backbone networks by utilizing a lightweight and effective decoder design and a lenient deep supervision and distillation strategy.