LiWi uses an agent-driven data synthesis pipeline to build the LiWi-100k dataset and a model with shadow-guided and degradation-restoration objectives that achieves SoTA performance on RGB L1 and Alpha IoU for natural image layering decomposition.
Bilateral reference for high-resolution dichotomous image segmentation.CAAI Artificial Intelligence Research, 2024
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LiWi: Layering in the Wild
LiWi uses an agent-driven data synthesis pipeline to build the LiWi-100k dataset and a model with shadow-guided and degradation-restoration objectives that achieves SoTA performance on RGB L1 and Alpha IoU for natural image layering decomposition.