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cs.CV2026
KINESYS: Test-Time Adaptation for Reference-Based Effect Editing in Images
Noah Frahm, Luchao Qi, Haoze Li +3
Visual effects are often easier to demonstrate via reference than to describe in words. We study effect-reference editing, where a reference image shows a desired visual effect and…
cs.CV2026
HarmoVid: Relightful Video Portrait Harmonization
Jun Myeong Choi, Jae Shin Yoon, Luchao Qi +2
We present a method for harmonizing the lighting of a foreground video to match a target background scene, adjusting shadows, color tone, and illumination intensity (relightful har…