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Human Fidelity · Image-to-Video

Elo rankings from blind votes across 1 challenge in this category.

Highlights

3 images
Price · Performance

Best models, by

Every ranked model plotted by price against its Elo. The upper-left frontier is the best value: top quality at the lowest cost.

Best Image-to-Video Models by Price

Best AI Models for Human Fidelity

3 models ranked · Last update: July 11, 2026 8:01 AM
# Model Elo
1 1162
2 1045
3 995

Seedance 2.0 dominates the Human Fidelity category with a perfect 100% win rate and a significant 155-point Elo gap over its nearest competitor, Wan 2.6. While Seedance 2.0 commands a premium price tier, its specialized performance in this niche surpasses that of overall leaderboard leaders like Grok Imagine Video, which holds a 0% win rate in this specific category.

Highlighted challenges

Best
Seedance 2.0
Mid
Wan 2.6
Worst
Grok Imagine Video
Image-to-Video Aesthetics Human Fidelity

Celebrity Arrival

This is a strong stress test for video models because it combines identity consistency, chaotic crowd motion, handheld camera behavior, realistic lighting, and multi-step scene progression in one continuous shot. Models often struggle when a recognizable subject has to stay consistent while partially obscured, moving through a dense environment, interacting with fans, and entering a vehicle.

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