Benchmark
Image to video leaderboard
Board: Overall · Hands · Faces · Liquids · On-screen text · Multi-shot · Lip-sync · Camera · Animals · Style · Image to video · Animation
Look: Realism · Animation and 3D
Round: all · v1-vivix-2026-10 · v1-2026-10 · v1-2026-09 · anim1-2026-10
Clip shown: every model here on the same prompt, “i2v-portrait-animate”, so the preview is a fair comparison, not a cherry-picked best clip.
| # | Model | Clip | Overall | 95% CI | Fidelity | Visual | Physics | Consistency | Audio | Attempts | Gen (s) | $/run | Runs |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 |  FLUX 3
Black Forest Labs |
5.00 | ±0 | 5.00 | 5.00 | — | — | — | 1.00 | 99 | $1.360 | 4 | |
| 2 |  Kling 4.0
preview Kuaishou |
5.00 | ±0 | 5.00 | 5.00 | — | — | — | — | — | — | 4 | |
| 3 |  Wan 3.0
preview Alibaba |
4.88 | ±0.4 | 4.75 | 5.00 | — | — | — | — | — | — | 4 |
Attempts is the average number of generations needed before one was usable, the number that actually decides what a model costs you. 95% CI is computed from that model's own runs on this board, not assumed. On a category board with only 4 runs per model, a wide CI is the honest reflection of a small sample, not a bug. Two models whose CIs overlap are not meaningfully different at this sample size.
Cite this
Free to cite and reuse with a link back. Data is updated as new runs and prices come in, so include the date.
SlopTV. (2026). Image to video leaderboard: AI video models ranked. Retrieved October 23, 2026, from https://sloptv.co/leaderboard/img2video<a href="https://sloptv.co/leaderboard/img2video">Image to video leaderboard: AI video models ranked</a> (SlopTV)Frequently asked
Which AI video model is best at Image to video right now?
As of 23 October 2026, FLUX 3 by Black Forest Labs ranks #1 on Image to video on SlopTV's benchmark, scoring 5.00/5 across 4 scored runs (±0 at 95% confidence).