Event Blog

Bria @ SIGGRAPH 2025

Written by Bria.ai | Jul 18, 2025 12:41:54 PM

Join Bria.ai at SIGGRAPH 2025 to explore the most developer-optimized, enterprise-ready visual generative AI platform on the market. 

Vancouver Convention Centre | August 10–14, 2025 | Booth #725 

 

 

 

 

What can I expect by visiting the Bria booth?

Join In Bria's Gen AI Coding Sessions 

 

Tues August 12 - Thurs August 14

10 am - 5 pm

 

Tailored Fine‑Tuning: Brand‑Aligned Foundations
    • Begin with Bria's source-available foundation models (via Hugging Face), which feed domain-specific datasets, such as product catalogs, brand imagery, or styled assets, to fine-tune custom variants (e.g., Bria‑4B‑Adapt).
    • Showcase a pipeline that ingests brand-labeled training images and outputs a tailored model, preserving visual style, color palette, and composition of a brand.
Inpainting with Gen‑Fill - using an input image and a binary mask to insert or modify objects. For example, add a logo to a sneaker or place a new accessory on a product image.
    • Blob‑optimized masks for smooth blending
    • Precise ROI editing with full‑resolution output
    • Optional content moderation safeguards
    • APIs, iFrames, or ComfyUI nodes for easy no-code integration.
Smart Object Removal with Eraser: learn how to automate object removal (e.g.,  watermarks, blemishes) with seamless inpainting.
    • Manual brush input and automatic mask generation
    • Bria 2.3 backbone ensures high‑fidelity results and pixel‑perfect masking
    • Compare against Canva/Firefly/StabilityAI benchmarking, highlighting Bria's superior artifact‑free erasures.
Product‑Shot Generation for eCommerce: Create automated pipelines for creating eye-catching product shots 
    • Cutout: isolate items cleanly from the background
    • Packshot: generate polished studio-like shots with solid or customizable backdrops
    • Shadow & lifestyle shot: Add consistent shadows or contextual environments driven by text or image prompts.
    • Demonstrate end-to-end flow: raw photo → cutout → packshot → lifestyle placement, all via API or iframe, yielding brand-consistent visuals across product catalogs.

 


 

 

Live Demo: 3D Character Skins and Character Shifts

 


Advanced image generation models can create high-quality, customizable skins and textures for 3D animated characters in real-time, streamlining the game development and animation pipeline

Step 1: Fine-Tune a "defined Character" Model

    • Create a Fine-Tuning project (IP type: defined_character) via Bria's Console or API.

    • Upload a curated dataset of 50–200 images of your character (e.g., mascot, avatar) in various poses and contexts.

    • Automatically generate structured caption prefixes for each image—for example:

    • Use LoRA-based fine-tuning (e.g., on BRIA-4B-Adapt) for fast, brand-aligned adaptation.

    • Result: a lightweight, custom model that reliably reproduces your character's proportions, features, and style.

Step 2: Use ControlNet to Guide Skin Variations

    • Choose a relevant ControlNet type based on your needs (e.g., Canny edges to preserve pose; Depth, Color-Grid to maintain structure/intensity).

    • Upload a line-art or reference pose of your character.

    • "Mascot in festive holiday outfit—red and gold"

    • "Mascot wearing summer beach attire"

    • "Local-themed mascot: festival costume with lanterns"

    • Provide prompts like:

    • At inference, ControlNet ensures that the pose, geometry, and silhouette remain fixed across variations.

    • Fine-tune conditioning strength to strike a balance between creativity and identity retention.

 

Step 3: Automate Variant Prototype Workflows

    • Reference Input → extract edges or depth maps via Canny/Depth ControlNet

    • Prompt for style/theme (seasonal, regional, campaign-specific)

    • Generate: Custom model + ControlNet → delivers variant skin

    • Loop through multiple prompts and reference types to produce dozens of unique designs in minutes.


Step 4: Use-Cases & Benefits

 

 

Use‑Case

Why It Works with Bria

Seasonal Variants

Quickly swap costume themes while preserving shape & pose

Localized Campaigns

Apply region-based accents (e.g., cultural costume overlays)

Game Cosmetology / NFTs

Generate palette or texture variations at scale

Ad Campaign Mock‑ups

Test visual impact in minutes across themes

 

    • Brand fidelity: AI remains aligned with official design specs through a fine-tuned model.

    • Speed & scale: Automation and ControlNet minimize manual touchups.

    • Cross-market consistency: Same character, seamless identity across markets & languages

Step 5: Extend & Integrate

    • Batch generation: Automate via API to produce over 50 skin variants simultaneously.

    • Customization interfaces: Allow designers to tweak prompts or mask areas (e.g., "only change costume region").

    • ComfyUI / node-based pipeline: Chain fine-tuning + ControlNet, preview, and e‑commerce export.

    • Monitor: Check the consistency of embeddings or token/class for visual metrics across variants.

 

 

🌟 Join Us at SIGGRAPH 2025

SIGGRAPH remains the premier global showcase for computer graphics, interactive technology, and generative AI innovation. Bria is proud to be front and center, demonstrating developer-first, enterprise-ready tools explicitly built for production-grade, IP-safe visual generation.

Whether you're automating product catalogues, refreshing character IP at scale, or pioneering new creative workflows, our demos will illuminate how Bria can elevate your processes:

  • Keep visuals on‑brand and high‑fidelity

  • Scale variant creation across markets and campaigns

  • Speed development cycles with reliable automation

Ready to explore? Drop by Booth #725 or book a meeting now—we can't wait to show you what we've built. See you in Vancouver!
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