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Motion Quality · 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 Motion Quality

3 models ranked · Last update: June 26, 2026 1:20 PM
# Model Elo
1 1193
2 1043
3 991

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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