ResearchBenchmarksReference-based Video Editing (Replace) on VIE-BenchReference-based Video Editing (Replace) on VIE-BenchFollow9.77Instruction FollowingOurs9.42689.51599.6059.6941Dec 18, 2025Evaluation resultsMethodMethodLinksInstruction FollowingSource PreservationEditing QualitySubject SimilarityAvg VLM ScoreCLIP ConsistencyDINO ConsistencyPick ScoreFrame-Text AlignmentVideo-Text AlignmentOursCategory=Reference-bas...Category=Reference-based, Task=Replace2025.129.779.885.889.448.7497.0197.621.228.7130.19RunwayCategory=Reference-bas...Category=Reference-based, Task=Replace2025.129.448.225.778.888.0797.0697.6621.3728.4929.67