We are delighted to announce that 1 paper from CMLab (Prof. Jihyong Oh) has been published in IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).

Title: 

PRIMEdit: Probability Redistribution for Instance-Aware Multi-Object Video Editing With a New Benchmark Dataset

Authors: 

Samuel Teodoro*, Agus Gunawan*, Soo Ye Kim, Jihyong Oh†, Munchurl Kim†

Abstract: 

Editing multiple objects within the same video is difficult because changes intended for one instance may spread to other objects or surrounding regions. PRIMEdit is a zero-shot editing framework combining Instance-centric Probability Redistribution for localized, faithful edits with Disentangled Multi-instance Sampling to reduce cross-instance leakage. The study introduces the MIVE benchmark, organized by instance number and size, and a Cross-Instance Accuracy metric for assessing unintended changes. Quantitative comparisons and user evaluations support improved fidelity, localization, and edit isolation.