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    [BSS] - Foveated Latent Sampling (Custom node) - v1.0
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    FLSampler (BSS) for ComfyUI 🔬

    A high-performance custom sampler inspired by the physiology of human sight (**Foveated Vision**). Engineered to deliver stunning cinematic clarity, rich micro-textures (skin, hair, fabrics), and precise depth-of-detail control inside the latent space—with zero performance overhead.

    > ⚡ Ultimate Speed & Quality Combo:

    > To achieve the ultimate balance of breathtaking visual clarity and extreme speed, we highly recommend pairing this node with our optimization suite ANIMA_BOOSTER

    🔗 GitHub Repository (Full Guide & Physics): https://github.com/BlackSnowSkill/ComfyUI-BSS_FLSampler


    🔬 How it Works

    Instead of uniform denoising, FLSampler selectively enhances latent focus zones:

    Differential Latent Analysis: Dynamically tracks where structures and object boundaries are forming.

    Local Contrast (Sharpness Boost): Unsharp-masks active focus zones directly in latent space for ultra-sharp details (safe default 0.5, range 0.0–3.0).

    Stochastic Texture Injection: Adds controlled micro-noise to focus areas, naturally resolving into skin pores, clothing fabrics, wood grains, or hair, preventing flat plastic surfaces.

    BSS Premium UI: Integrated dark-matte & gold custom theme.


    📂 Quick Installation

    1. Open ComfyUI Manager -> Install via Git URL.

    2. Paste this URL: https://github.com/BlackSnowSkill/ComfyUI-BSS_FLSampler

    3. Click Install and restart ComfyUI.

    For detailed parameters, mathematics, and recommended workflows, please check the GitHub README


    ☕ Support & License

    Support Development: Support me and get exclusive models on Boosty!

    License & Usage: © 2026 blacksnowskill (BSS). All rights reserved. This project is protected by copyright. Copying, distribution, merging, or use on other websites/repositories without explicit written permission is prohibited.

    Description

    FAQ

    Comments (11)

    qekDec 25, 2025
    CivitAI

    Ok, but why released after 1 month?

    llikswonskcalb
    Author
    Dec 25, 2025

    because at first it was exclusive to my boosty subscribers.

    qekDec 25, 2025

    @llikswonskcalb I didn't get it then

    75marc75122Dec 25, 2025
    CivitAI

    Hi, I like this approach.
    But I got this error:
    Given groups=1, weight of size [320, 4, 3, 3], expected input[2, 16, 94, 167] to have 4 channels, but got 16 channels instead

    qekDec 25, 2025

    Channel must be 4, not 16

    llikswonskcalb
    Author
    Dec 25, 2025

    Which model are you using? Most likely, this error occurs because a model other than SDXL architecture is used.

    75marc75122Dec 25, 2025

    @qek what channel are you talking about?

    75marc75122Dec 26, 2025

    @llikswonskcalb I used BSS Realluxura IL

    windlike_gustDec 26, 2025· 2 reactions
    CivitAI

    Your idea and implementation significantly improve the generation result. Thanks for sharing!

    Here's what I noticed: in your Gothic render below, the area behind the nose was initially flat, but you still added contrast with the Sharpness: 2.0 parameter.

    When I exactly replicated this example, the standard KSampler produced a gradient in this area, and the cross turned out textured (not flat).

    In my case, a better result was achieved with the following FLS parameters:
    Fovea Strength: 42 (Texture Injection)

    Sharpness: 0.3 (Contrast Boost)

    Mask Inertia: 0.78 (Mask Stability)

    Damask2517Apr 19, 2026· 1 reaction
    CivitAI

    非常好的K采样器,显著提升了图像生成结果

    kitekholinApr 21, 2026
    CivitAI

    Previews look Amazing, unfortunately it doesn't seem to work with AMD GPU's

    Other
    Illustrious

    Details

    Downloads
    206
    Platform
    CivitAI
    Platform Status
    Available
    Created
    12/24/2025
    Updated
    6/14/2026
    Deleted
    -

    Files

    BSSFoveatedLatent_v10.zip