LoopExpose: An Unsupervised Framework for Arbitrary-Length Exposure Correction
2026 · Accepted at IEEE Transactions on Image Processing (TIP)
LoopExpose learns arbitrary-length exposure correction without paired labels through a nested correction-fusion loop. Multi-exposure fusion iteratively refines pseudo-labels, while luminance-ranking supervision preserves the relative brightness order of the input sequence.