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20242026
most citedCurriculum Demonstration Selection for In-Context Learning

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cs.CV2026

MatReplace: A Reference-Free, Conditioning-Aligned Benchmark for Material Replacement in Interior Scenes

Mingzhe Du, Thong Thanh Nguyen, Nguyen Tran Cong Duy +2

Material replacement is a common interior-design operation: changing the material of a selected surface while preserving its geometry, surroundings, and illumination. Despite its c…