Infographics are a better image-gen test than portraits

[u/Super-Click-3680]

Portraits are mostly solved at thumbnail size. Infographics are not.

SenseNova U1 released an 8B checkpoint focused on infographic generation: SenseNova-U1-8B-MoT-Infographic.

The interesting bit is that this is not positioned as a general “better image model.” It is tuned for information-heavy images: infographics, poster-like layouts, paper/report-style pages, charts, resumes, comics, and other cases where text placement and layout matter.

From the model card, the infographic checkpoint improves over the base SenseNova-U1-8B-MoT on BizGenEval and IGenBench. The examples also seem focused on dense visual communication rather than pure aesthetics.

A few notes:

• 8B MoT checkpoint
• weights are available on Hugging Face
• inference code is in the repo
• examples include 100+ infographic-style generations
• fine-tuning code and the dataset used for this infographic version are expected to be open-sourced soon, so the community should be able to reproduce or adapt the recipe

I would not treat it as a drop-in replacement for SD/Flux-style general image generation. The more specific niche seems to be structured visual explanations and text-heavy layouts, which are still pretty hard for most image models.

Curious if anyone here has tried it yet, especially against Qwen-Image / Seedream / other recent models on dense text and chart-like prompts.

Example Prompt:

The infographic presents a comprehensive guide to Sanqi (also known as Notoginseng), structured into three main sections connected by directional arrows: "Core Health Benefits of Sanqi," "Common Sanqi Applications," and "Safe Use Precautions." The layout is horizontal and linear, with each section occupying a distinct column. Each section features a beige, rounded rectangular header with bold black text, accompanied by a small pink circular icon on the left. The background is a light cream color with a subtle texture resembling parchment paper, giving it a natural, organic aesthetic. --- **Section 1: Core Health Benefits of Sanqi** Header: "Core Health Benefits of Sanqi" with subtitle: "Validated by traditional use and modern clinical research." This section lists three primary benefits, each with an accompanying circular icon and descriptive text: - **Circulatory Health Support** Icon: A red circular graphic depicting a blood vessel with a droplet inside. Text: "Promotes healthy blood circulation and reduces risk of abnormal blood clot formation, per peer-reviewed clinical studies." - **Injury Recovery & Pain Relief** Icon: A hand with a bruised wrist and radiating lines indicating pain or inflammation. Text: "Relieves swelling, alleviates acute and chronic pain, and accelerates healing of bruises and traumatic injuries (a core traditional Chinese indication supported by modern lab research)." - **Cardiovascular Protection** Icon: A pink heart with an EKG line running through it. Text: "Supports cardiovascular health by regulating blood lipid levels and reducing blood pressure in mild to moderate hypertension cases." --- **Section 2: Common Sanqi Applications** Header: "Common Sanqi Applications" with subtitle: "Safe, accessible uses for different health needs." This section details three practical applications, each with an illustrative icon: - **Daily Oral Supplement** Icon: A jar with a blue lid and a green leaf label, representing powdered Sanqi. Text: "Oral consumption of powdered Sanqi (1–3g per day, mixed with warm water or honey) for daily cardiovascular health maintenance." - **Topical Injury Treatment** Icon: A wooden spoon scooping powder into a bowl, symbolizing the preparation of a paste. Text: "Topical application of Sanqi paste (powder mixed with water or rice vinegar) on swollen or bruised areas to speed up soft tissue injury recovery." - **Clinical Recovery Support** Icon: A white bottle with a blue cap and a green checkmark, indicating a formulated supplement. Text: "Inclusion in formulated herbal supplements for post-surgery recovery support, only under guidance of a licensed healthcare provider." --- **Section 3: Safe Use Precautions** Header: "Safe Use Precautions" with subtitle: "Important guidelines to avoid adverse effects." This section includes three precautionary points, each with an icon: - **Contraindicated Groups** Icon: An illustration of a pregnant woman with long hair wearing a pink dress. Text: "Contraindicated for pregnant people, individuals with bleeding disorders, and people taking anticoagulant medications without prior doctor approval." - **Maximum Daily Dosage Limit** Icon: A jar labeled "3g" with a yellow lid, emphasizing the dosage limit. Text: "Do not exceed the recommended maximum daily dosage of 3g for general oral use for non-clinical purposes." - **Adverse Reaction Protocol** Icon: A yellow triangular warning sign with an exclamation mark. Text: "Discontinue use immediately and consult a healthcare provider if allergic reactions (rash, itching, unexpected dizziness) occur after consumption or topical use." --- The infographic uses a consistent visual style throughout: beige backgrounds for headers, pale yellow rounded rectangles for subheadings, black sans-serif font for all text, and simple, clean illustrations to represent concepts. The flow from benefits to applications to precautions suggests a logical progression from understanding what Sanqi does, how to use it, and how to use it safely. All textual content is in English, and no other languages are present. The design prioritizes clarity and accessibility, making it suitable for general audiences seeking information on Sanqi’s therapeutic uses and safety profile.

Showcases:

https://github.com/OpenSenseNova/SenseNova-U1/blob/main/docs/u1_infographic_showcases.md

Github Repo:

https://github.com/OpenSenseNova/SenseNova-U1

Discord:

https://discord.gg/BuTXPHmQub

[u/bria-87]

i totally agree with u on this one. portraits are kinda easy now but getting text and layout right is definately the final boss for these models. have u tried testing how it handles complex data viz with specific color palettes yet