What is the best AI image-to-video model?

Based on blind community voting, Seedance 2.0 is currently the #1 ranked AI image-to-video model with an Elo rating of 1226. Rankings update in real time as new votes come in.

How are AI image-to-video models ranked on Lumenfall?

Lumenfall Arena ranks AI models through blind community voting. In each matchup, two models generate from the same prompt and voters pick the better result without seeing model names. Votes are processed using TrueSkill, a Bayesian rating algorithm developed by Microsoft Research, that produces a single Elo score reflecting each model's relative quality.

What is an Elo rating for AI models?

An Elo rating is a numerical score representing a model's skill relative to other models. Under the hood, Lumenfall uses TrueSkill, which tracks two values per model: mu (estimated skill) and sigma (uncertainty). The displayed Elo is calculated as 1000 + 10 x (mu - 3*sigma), a conservative lower bound. A model must prove itself consistently across many matchups to earn a high rating.

Best AI Models for Physics & Realism

Physics & Realism · 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 Physics & Realism

3 models ranked · Last update: October 1, 2026 5:13 AM

#	Model	Price	¢/img	Elo
1	Seedance 2.0 ByteDance	$$$$	13.6¢	1226
2	Wan 2.6 Alibaba	$$	3¢	1116
3	Grok Imagine Video xAI	$$$	5¢	1032

Seedance 2.0 dominates the Physics & Realism category with a 1255 Elo and an 88.2% win rate, outperforming its closest competitor, Wan 2.6 (1072 Elo), by a significant 183-point margin. While Seedance 2.0 maintains the top spot here as it does on the overall leaderboard, the performance gap narrows significantly for budget-tier models like Grok Imagine Video, which holds a 6.7% win rate in this specialized category.

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Highlighted challenges

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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Models · slot A

Physics & Realism · Image-to-Video

Highlights

Best models, by

Best Image-to-Video Models by Price

Best Image-to-Video Models by Speed

Best AI Models for Physics & Realism

Highlighted challenges

Celebrity Arrival

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