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VEFX-Bench: Video Editing Quality Benchmark

VEFX-Bench is a benchmark dataset for evaluating video editing model quality. It contains 300 original source videos with editing instructions across 9 task categories.

Dataset Structure

  • 0000.mp4 through 0299.mp4: 300 original source videos (720p)
  • prompts.json: Editing instructions indexed by video number
  • benchmark_meta.json: Metadata including category labels and filename mapping

Usage

  1. Download all 300 videos and prompts.json
  2. Apply your video editing model following each prompt
  3. Save edited videos as 0000.mp4 through 0299.mp4 (matching index)
  4. Submit the zip to the VEFX-Leaderboard

Evaluation Dimensions

  • IF (Instructional Following): How well the edit follows the instruction (1-4)
  • RQ (Render Quality): Visual quality and temporal consistency (1-4)
  • EE (Edit Exclusivity): Preservation of unrelated content (1-4)

Task Categories

Category Count
Style Transfer varies
Object Manipulation varies
Background Change varies
Color/Lighting varies
Motion/Animation varies
Text/Overlay varies
Composition varies
Removal/Inpainting varies
Complex/Multi-step varies

Citation

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