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.
145–152 of 214
ground truth
#CodeVember #12 - shrinking hexagon
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout
ground truth
Animated Dot Loaders
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout
ground truth
Animated Dot Loaders
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout
ground truth
Animated Dot Loaders
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout
ground truth
Tiny Single Element Loading Animations
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout
ground truth
Tiny Single Element Loading Animations
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout
ground truth
Tiny Single Element Loading Animations
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout
ground truth
Tiny Single Element Loading Animations
model outputs
Gemini 3 Flash Preview
Qwen3-VL-8B-Instruct
GPT-5.4
Claude Sonnet 4.6
LLaMA 4 Scout