animation2code benchmark

animation2code benchmark

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Zero-shot video (or image-frame) → code results on the test set, across commercial and open-source models.

Each output is tagged with A = appearance similarity and T = temporal similarity; higher is better for both. Click a video to inspect its code.

177–184 of 214

ground truth

flat loading animate

model outputs

Gemini 3 Flash Preview

A 0.83T 0.35

Qwen3-VL-8B-Instruct

A 0.76T 0.27

GPT-5.4

A 0.90T 0.24

Claude Sonnet 4.6

A 0.85T 0.31

LLaMA 4 Scout

A 0.54T 0.31

ground truth

flat loading animate

model outputs

Gemini 3 Flash Preview

A 0.85T 0.36

Qwen3-VL-8B-Instruct

A 0.85T 0.14

GPT-5.4

A 0.94T 0.35

Claude Sonnet 4.6

A 0.95T 0.32

LLaMA 4 Scout

A 0.85T 0.35

ground truth

flat loading animate

model outputs

Gemini 3 Flash Preview

A 0.84T 0.54

Qwen3-VL-8B-Instruct

A 0.29T 0.00

GPT-5.4

A 0.96T 0.58

Claude Sonnet 4.6

A 0.94T 0.33

LLaMA 4 Scout

A 0.75T 0.17

ground truth

flat loading animate

model outputs

Gemini 3 Flash Preview

A 0.88T 0.13

Qwen3-VL-8B-Instruct

A 0.93T 0.12

GPT-5.4

A 0.89T 0.35

Claude Sonnet 4.6

A 0.92T 0.15

LLaMA 4 Scout

A 0.88T 0.14

ground truth

Worm cycle

model outputs

Gemini 3 Flash Preview

A 0.72T 0.24

Qwen3-VL-8B-Instruct

A 0.50T 0.19

GPT-5.4

A 0.74T 0.24

Claude Sonnet 4.6

A 0.74T 0.25

LLaMA 4 Scout

A 0.56T 0.14

ground truth

Such Spinners, Much Loading

model outputs

Gemini 3 Flash Preview

A 0.82T 0.34

Qwen3-VL-8B-Instruct

A 0.84T 0.19

GPT-5.4

A 0.83T 0.28

Claude Sonnet 4.6

A 0.86T 0.26

LLaMA 4 Scout

A 0.76T 0.17

ground truth

Such Spinners, Much Loading

model outputs

Gemini 3 Flash Preview

A 0.88T 0.39

Qwen3-VL-8B-Instruct

A 0.90T 0.24

GPT-5.4

A 0.92T 0.38

Claude Sonnet 4.6

A 0.90T 0.37

LLaMA 4 Scout

A 0.78T 0.15

ground truth

Such Spinners, Much Loading

model outputs

Gemini 3 Flash Preview

A 0.84T 0.29

Qwen3-VL-8B-Instruct

A 0.73T 0.23

GPT-5.4

A 0.78T 0.21

Claude Sonnet 4.6

A 0.87T 0.33

LLaMA 4 Scout

A 0.86T 0.24

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