🏆 InfiniBench Leaderboard

Comprehensive evaluation across eight key video understanding skills

-- Models Evaluated
--% Top Accuracy
-- Best Score
8 Skills Tested
Models Frame Rate Grounding Skills Reasoning Skills Avg. Acc. Avg. Score Ranking Score
Global Appearance Scene Transitions Character Actions Chronological Understanding Summarization Deep Context Understanding Spoiler Understanding Linking Events
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InfiniBench Leaderboard - Comprehensive evaluation across eight video understanding skills. All models utilize subtitles for enhanced performance. Results show Frame Rate configurations: FPV (Frames Per Video), FPS (Frames Per Second), and FPW (Frames Per Window).

Scoring: Grounding skills (accuracy) are measured as percentages, while Reasoning skills (scores) range from 0 to 10. Average Accuracy is calculated from grounding skills, and Average Score is calculated from reasoning skills.

Ranking Methodology: The final ranking score represents a balanced evaluation combining both grounding and reasoning capabilities. It is calculated using a weighted formula that normalizes accuracy percentages (0-100) and reasoning scores (0-10) to equivalent scales:
Ranking Score = (0.5 × Accuracy/100 + 0.5 × Score/10) × 100
This methodology ensures equal contribution from both skill categories, providing a comprehensive assessment of model performance across all video understanding tasks.