🎨 SeeMoss-Genesis Ultimate — Anime Text-to-Image Workflow for MOSS-Image (v1.0)

ComfyUI workflow for SeeMoss-Genesis, my anime model on MOSS-Image-SFT (OpenMOSS, ~5B DiT). Write an idea, get a detailed anime illustration — with an optional Qwen3.5 prompt enhancer, an SFW / NSFW switch, an optional LoRA loader and two hi-res finishing branches.

Every saved PNG carries Civitai-readable generation data: upload it and Civitai fills in prompt, seed, sampler and the model link by itself.

How it works: 🧠 load models → 🧬 optional LoRAs → ✍️ prompt → ✨ optional enhancer → 🎨 base image → 🔬 Detail Refiner (latent upscale 1.5× + refine) and/or 🔼 Tiled Upscale (1.5×, tile by tile) → 💾 every stage saves its own PNG with Civitai metadata. Everything is grouped, color-coded, switchable and documented with notes inside the workflow, including clickable download links.

📐 NEW: Bounding Box Editor version

Second version on this page: Bounding Box Editor v1.0. Same models and finishing as Ultimate, but you lay out the image by drawing boxes — label them character, object or text, caption each one, describe the background in the summary caption, and MOSS-Image builds the scene to your layout, including headlines and typography. Defaults to Preview-Turbo (CFG 1 · 4–8 steps) with the Detail Refiner (group 07). The box nodes are ComfyUI core (recent ComfyUI needed); the custom node list below is the same. Pick the version at the top of the page — the gallery shows the same scenes as Ultimate, rebuilt with box layouts.

🗺️ NEW: ControlNet version

Third version on this page: ControlNet v1.0. Same models and finishing as Ultimate, plus depth control: load any reference picture and the image keeps its pose, framing and silhouette while your prompt changes character, outfit, scene and style. The depth map is made automatically (MoGe 3, ComfyUI core) and fed into the MOSS-Image color/depth control adapter by darask0. An optional Color Map (one AIO Aux Preprocessor, OneFormer-ADE20K) can also keep the background/room layout of the reference — one ON / OFF switch, default OFF. Extra downloads: control adapter and MoGe 3; extra custom node: comfyui_controlnet_aux (colour map only). Pick the version at the top of the page.

⚙️ Recommended settings

🟢 Base (default): 25 steps · CFG 2.5 · Shift 5 · euler / simple
💎 Best quality: 50 steps · CFG 3 · Shift 5 · euler / simple
🚀 Turbo: CFG 1 · 4–8 steps · Preview-Turbo
Skip Layer Guidance: optional, layer 22 · Triggers: seesee_elf, seesee_kitsune · pixel look: pixel art

📥 Required Models

All from the model page: SeeMoss-Genesis on Civitai

SeeMoss-Genesis (version Preview) → ComfyUI/models/diffusion_models/ · int8_convrot (workflow default), BF16, fp8_scaled, mxfp8, nvfp4 or int4_convrot
Text encoder qwen3.5_9b_w4a8_gptq (version Text Encoder) → ComfyUI/models/text_encoders/ · CLIP type moss_image
VAE flux2-vae_small (version VAE) → ComfyUI/models/vae/
2x-AnimeSharpV4_RCAN by Kim2091 (optional, hi-res) → ComfyUI/models/upscale_models/ · Download

Upstream: MOSS-Image-SFT · OpenMOSS/MOSS-Image · Comfy-Org repack · ComfyUI guide

⚠️ Civitai renames files on download. Open the workflow and pick your file in each loader.

🧩 Required Custom Nodes

Install via ComfyUI-Manager (search the name) or git clone into custom_nodes/:

SeeSee Civitai Metadata — the save nodes: Civitai-readable metadata in every PNG
ComfyUI-Lora-Manager — LoRA loader + trigger words
rgthree-comfy — hi-res group switch, image comparers
ComfyUI_UltimateSDUpscale — Tiled Upscale
comfy-image-saver — Seed Generator

Everything else is ComfyUI core. Needs ComfyUI 0.42.0+ (native MOSS-Image support, subgraphs).

🛠️ Installation

Install the 5 node packs with ComfyUI-Manager → restart ComfyUI.
Download model, text encoder, VAE (and optionally AnimeSharp) into the folders above.
Open the workflow and select your files in the loaders.
Write your idea in ✍️ Positive Prompt, set 🔞 NSFW MODE, switch groups on or off, hit Run. Images land in output/ as SeeMoss-Genesis_…, SeeMoss-Genesis-Refined_… and SeeMoss-Genesis-Tiled-Upscale_….

📝 Notes

✨ Prompt Enhancer: check 👁️ Final Prompt Preview before important renders. MOSS-Image likes long, natural-language English descriptions.
🔞 NSFW MODE switches the enhancer system prompt and the negative prompt together.
Adult content: consenting-adult content only, where platform and law allow.

Credits: OpenMOSS (MOSS-Image, Apache 2.0) · Comfy-Org · Kim2091 (AnimeSharpV4) · rgthree · willmiao (LoRA Manager) · ssitu (Ultimate SD Upscale) · giriss (comfy-image-saver) · model + workflow: SeeSeeLP

Description

📐 SeeMoss-Genesis Bounding Box Editor v1.0

A layout-first version of the SeeMoss-Genesis workflow: instead of describing where things go in words, you draw boxes on the canvas and MOSS-Image places character, objects and text inside them. Same models, same save nodes with Civitai metadata, same Detail Refiner — plus a visual 📐 Bounding Box Editor.

🧭 How to use it

Open 📐 03 · Bounding Box Layout + Prompt and draw a box for every element in the 📐 Bounding Box Editor.
Give each box a label: character (a person, pose and outfit), object (props like a crystal, staff, table, candles) or text (typography).
Write a caption per box. For text boxes also fill in the exact words — headline, title, quote. Size and position of the box decide the size and position of the lettering.
The background has no box: describe the whole scene, setting and lighting in the summary caption.
Character boxes are passed on as character_boxes, so the pose and figure follow your layout. Hit Run.

The default layout is a small example (magical girl with staff, background and a title) — just move the boxes and rewrite the captions.

🧾 MOSS layout JSON

The layout is stored in MOSS-Image's native format: a summary.caption for the whole scene plus a list of items, each with label, caption, optional text and a bbox in yxyx order with coordinates relative to the image center (bbox_coord_space: abs_centralized). You can paste such a JSON directly, or drag one of the gallery PNGs into ComfyUI — every image here has its workflow and box layout embedded.

⚙️ Default settings

🚀 Turbo (default): SeeMoss-Genesis Preview-Turbo int8 · CFG 1 · 4–8 steps · Shift 5 · euler / simple
🔬 Detail Refiner (group 07): latent upscale 1.5× + 8 steps · CFG 1 · denoise 0.5
Using the non-Turbo Preview model instead: 25 steps · CFG 2.5 (best quality 50 · CFG 3).
NSFW mode, Prompt Enhancer and SLG are off by default; Tiled Upscale (06) is optional and off.

📥 Models

All from SeeMoss-Genesis: Preview-Turbo (default) or Preview → models/diffusion_models/ · Text Encoder qwen3.5_9b_w4a8_gptq (CLIP type moss_image) → models/text_encoders/ · VAE flux2-vae_small → models/vae/.

🧩 Required Custom Nodes

SeeSee Civitai Metadata — save nodes with Civitai-readable metadata
ComfyUI-Lora-Manager — LoRA loader + trigger words
rgthree-comfy — group switch, image comparers
ComfyUI_UltimateSDUpscale — Tiled Upscale
comfy-image-saver — Seed Generator

The Bounding Box Editor and MOSS Layout Prompt nodes are ComfyUI core — no extra pack, but you need a recent ComfyUI. Update ComfyUI if the nodes show up red.

📝 Honest notes

Boxes are a strong hint, not pixel-perfect: small objects (e.g. a quill) can come out a bit smaller, and hands don't always land exactly where you drew them.
Long text renders best in large boxes; tiny text boxes may get garbled lettering.
The gallery shows the same scenes as the Ultimate version, rebuilt with box layouts.