ResearchBenchmarksReference-based Video Editing (Add) on VIE-BenchReference-based Video Editing (Add) on VIE-BenchFollow10Instruction FollowingRunway9.8969.9239.959.977Dec 18, 2025Evaluation resultsMethodMethodLinksInstruction FollowingSource PreservationEditing QualitySubject SimilarityAvg VLM ScoreCLIP ConsistencyDINO ConsistencyPick ScoreFrame-Text AlignmentVideo-Text AlignmentRunwayCategory=Reference-bas...Category=Reference-based, Task=Add2025.1210107.28.68.9596.2296.4320.1228.3627.62OursCategory=Reference-bas...Category=Reference-based, Task=Add2025.129.91078.968.9695.9296.5219.9728.1127.23