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2026-04-28

✨ Release Notes V3 — Stable Version

🇺🇸 English

Hi everyone! 👋

As promised, I’m finally bringing you a fully functional Anime → Real workflow — this is no longer an experimental setup, but something you can actually rely on for consistent results. 🚀

🔥 What’s New

• ✅ Stable & reproducible pipeline — tested and confirmed to work consistently

• 🎯 Designed specifically for anime → realistic character transformation

• ⚡ Improved realism, skin texture, lighting, and facial structure fidelity

🧠 How It Works

This workflow is built around my F2K model — Moody Desire Mix 💎

• It acts as the core transformation model, converting anime features into realistic human structure

• Handles base identity, proportions, and overall style translation

However, to push realism even further… 👇

✨ Enhancement Stack (Optional but Recommended)

• Paired with my ZIT models to:

  • Enhance photorealism

  • Improve detail richness

  • Refine lighting & texture quality

💡 You can skip the ZIT stage if you prefer a lighter or faster workflow, but for best results, I highly recommend keeping it enabled.

🎭 Character Realism

• Included in the ZIP: Anime → Real consistency LoRA

• Helps maintain realistic character across generations

• Huge thanks to @AIGC_Singularity for his lora contribution 🙏

📦 Package Includes

• Full workflow (ready to import)

• Required LoRA (pre-configured)

• Example settings for quick start

⚠️ Notes

• Works best with high-quality anime inputs

• Results may vary depending on pose, lighting, and prompt quality

• GPU memory requirements can vary depending on upscale settings

💬 Final Words

Your support really means a lot ❤️

I’ve been getting pretty busy with life lately, but I’ll continue doing my best to improve and update my models and workflows whenever possible.

Hope you enjoy this one — and as always, feel free to share your results! 🔥

Cheers 🍻

🇨🇳 中文

大家好！👋

正如之前承诺的，这次带来的是一个真正稳定可用的 Anime ➜ 真人工作流，不再是实验性质，这次是可以放心用来出图的版本了 🚀

🔥 更新内容

• ✅ 稳定可复现流程 — 已测试，基本可以保证成功运行

• 🎯 专门针对 二次元转写实人物 优化

• ⚡ 大幅提升真实感（皮肤、光影、五官结构）

🧠 工作原理

本工作流核心使用我的模型：
F2K — Moody Desire Mix 💎

• 作为主转换模型，负责从动漫风格转为真人结构

• 控制整体人物比例、面部结构和风格过渡

但仅靠它还不够极致，所以加入了👇

✨ 增强模块（可选）

搭配我的 ZIT 系列模型：

• 提升照片级真实感

• 增强细节表现

• 优化光影与纹理

💡 如果你想更快或更轻量，也可以跳过这一部分，但建议开启以获得最佳效果。

🎭 角色真实性

• 压缩包中已包含：Anime ➜ Real 一致性 LoRA

• 用于保持角色生成中的稳定性与真实性

• 特别感谢 @AIGC_Singularity 提供的Lora支持🙏

📦 包含内容

• 完整工作流（可直接导入）

• 所需 LoRA（已配置在ZIP文档内）

• 示例参数，方便快速上手

⚠️ 注意事项

• 建议使用高质量动漫输入图

• 效果会受到姿势、光照、提示词影响

• 显存占用取决于放大与增强设置

💬 最后想说

真的很感谢大家的支持 ❤️

最近现实生活比较忙，但我还是会尽量持续更新模型和工作流！

希望你们会喜欢这次的内容，也欢迎分享你们的成果 🔥

干杯 🍻

V3展示图：

2026-04-21

V2.0 Release！

EN 🇺🇸

⚠️ DISCLAIMER:
This is NOT the “perfect” anime ➜ real workflow — it’s simply me pushing the limits of what Zimage ControlNet can do right now. Without a proper Zimage Edit model release, this will most likely be the final update for this workflow. I am more like testing the upper limit of Zimage without using any Edit models.

That said… I’ll be working on a true anime ➜ real pipeline using my Flux.2 Klein model 👀so stay tuned.

✨ What’s New:

• 🔧 Adjusted ControlNet settings to reduce defects

• 📏 Dynamic resizing based on long edge

• 🧠 Dual ControlNet setup for better structure control

• ✍️ Stronger Florence 2 prompt generation with more aggressive filtering

• 🗂️ Cleaner, reorganized workflow + optimized settings (aligned with my newer workflows)

• 🆚 Added side-by-side comparison preview + auto save

• 💡 Added built-in tips for generation & troubleshooting

• 🛟 QoL update: new “save me daddy” switch

⚠️ What’s Bad:

• 🎭 Results may look less similar to the original image

• ⏳ Slightly longer generation time

❤️ Final Words:
Thanks for all the support along the way — really appreciate it 🙏
Have fun and enjoy creating! 🎉

CN 🇨🇳

⚠️ 免责声明：
这并不是“完美”的动漫 ➜ 写实工作流 —— 只是我在测试 Zimage ControlNet 的极限能力。在没有 Zimage Edit 模型发布的情况下，这大概率会是这个工作流的最后一次更新。我主要是想测试不用编辑模型的情况下，Zimage + Controlnet的极限。

不过我最近将会基于我的 Flux.2 Klein 模型 做一个真正成熟的动漫 ➜ 写实方案 👀 敬请期待。

✨ 更新内容：

• 🔧 调整 ControlNet 参数，减少瑕疵

• 📏 基于长边的动态分辨率调整

• 🧠 双 ControlNet 模型，提高结构控制能力

• ✍️ 更强的 Florence 2 提示词生成（更严格过滤）

• 🗂️ 重构并优化工作流结构（对齐我最新的工作流风格）

• 🆚 新增对比预览 + 自动保存

• 💡 内置生成与排错提示

• 🛟 体验优化：新增 “save me daddy” 开关

⚠️ 不足之处：

• 🎭 成图与原图相似度会降低

• ⏳ 生成时间略有增加

❤️ 最后：
感谢大家一直以来的支持 🙏
祝大家玩得开心，玩出好图！🎉

Some examples，转换展示:

2026-03-23

This workflow is designed to transform anime-style images into high-quality, photorealistic outputs while preserving the original composition, character identity, and mood.

Unlike simple style transfer, this pipeline focuses on reconstructing realistic facial structure, skin texture, lighting, and material details from stylized inputs. The goal is not just realism—but believable photography.

🔹 Key Features

• Character Preservation
  Maintains pose, framing, and key identity traits from the original anime image.

• Photorealistic Skin & Lighting
  Rebuilds natural skin tones, micro-textures, and physically plausible lighting.

• Controlled Stylization Balance
  Reduces anime artifacts (flat shading, linework) while avoiding overcorrection or distortion.

• High-Resolution Friendly
  Works well with upscaling pipelines for clean, detailed final outputs.

This workflow also integrates Florence 2 for automatic prompt detection, along with Zimage Turbo ControlNet to preserve pose and composition. The settings are carefully tuned—please try to keep them unchanged, as they’ve been optimized over 3 sleepless days and nights to achieve a balanced result.

The workflow is compatible with all Moody Zimage Turbo and distilled models. All demo images were generated using Moody Porn V10 DPO.


该工作流旨在将动漫风格图像转换为高质量、照片级写实的输出，同时保留原始构图、角色特征以及整体氛围。

不同于简单的风格迁移，这一流程专注于从风格化输入中重建真实的人脸结构、皮肤质感、光照效果以及材质细节。目标不仅是“看起来真实”，而是达到“可信的摄影效果”。

🔹 核心特点

角色保留
保持原始动漫图像中的姿势、构图以及关键角色特征。

照片级皮肤与光照
重建自然肤色、微观纹理以及符合物理逻辑的光照效果。

风格平衡控制
减少动漫特有的痕迹（如平涂、线稿），同时避免过度修正或形变。

高分辨率友好
兼容放大流程，能够输出干净且细节丰富的最终图像。

该工作流还集成了 Florence 2 用于自动提示词识别，并结合 Zimage Turbo ControlNet 来保持姿势与构图一致。所有参数均经过多轮精细调校（我测试+微调了三天三夜了，您就别折腾了，坏了又来跟我抱怨），请尽量保持默认设置不变，以获得最佳平衡效果。

该工作流兼容所有 Moody Zimage Turbo 及蒸馏模型。所有演示图片均使用 Moody Porn V10 DPO 生成。

FAQ:

Still look kinda anime?

• Paste the output back to input and run again!

结果不尽人意，还是偏动漫吗？

• 把出的图复制粘贴回去，回炉重练一次！