/ldg/ - Local Diffusion General

Discussion and Development of Local Image, Video, and Music Models and Software

本地图像、视频和音乐模型及软件的讨论与发展

Previous: >>109386035

上一篇：>>109386035

https://rentry.org/ldg-lazy-getting-started-guide

>UI

ComfyUI: https://github.com/comfyanonymous/ComfyUI

SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI

SDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineage

Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, & Upscalers

>检查点 (Checkpoints)、LoRA 和超分辨率模型

https://huggingface.co/models

https://huggingbay.xyz

https://civitai.com

https://civitaiarchive.com

https://openmodeldb.info

>Tuning

https://github.com/spacepxl/demystifying-sd-finetuning

https://github.com/ostris/ai-toolkit

https://github.com/Nerogar/OneTrainer

https://github.com/tdrussell/diffusion-pipe

https://github.com/kohya-ss/sd-scripts

https://github.com/kohya-ss/musubi-tuner

>Krea 2

>韩国2

https://huggingface.co/krea/Krea-2-Raw

https://huggingface.co/krea/Krea-2-Turbo

>Anima

https://huggingface.co/circlestone-labs/Anima

https://tagexplorer.github.io/

https://animadex.net

>Z

https://huggingface.co/Tongyi-MAI/Z-Image

>Qwen

https://huggingface.co/collections/Qwen/qwen-image

>Klein

https://huggingface.co/collections/black-forest-labs/flux2

>LTX-2.3

https://huggingface.co/collections/Lightricks/ltx-23

>Wan

https://github.com/Wan-Video/Wan2.2

>Chroma

https://huggingface.co/lodestones/Chroma1-Base

https://rentry.org/mvu52t46

>Misc

Local Model Meta: https://rentry.org/localmodelsmeta

Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/

Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion

Archive: https://rentry.org/sdg-link

Collage: https://rentry.org/ldgcollage

>Neighbors

>>>/aco/csdg

>>>/b/degen

>>>/gif/vdg

>>>/d/ddg

>>>/e/edg

>>>/h/hdg

>>>/trash/slop

>>>/vt/vtai

>>>/u/udg

>Local Text

本地文本模型

>>>/g/lmg

>Maintain Thread Quality

>保持帖子的质量

https://rentry.org/debo

https://rentry.org/animanon

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Blessed thread of frendship

友谊之 blessed thread（神圣主题）

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图片: https://i.4cdn.org/g/1785196473524503.png

Thread of the united brotherhood of hateship of krea which is abominably known by the practitioners of it as krea 2, being an unfit thing for human tongue. Let every mortal confess its abomination.

联合兄弟会 hateship of krea 主题，该主题在实践者口中被称为 krea 2，因令人憎恶而不可为人道。让每个凡人都来忏悔它的可憎。

I'm white.

我是白人。

>>109389259

doesn't matter if you're black or white

无论你是黑是白都没关系

>>109390225

we're all precious in His sight

在他眼里我们都是珍贵的

>mfw Resource news

>mfw 资源新闻

07/27/2026

>Spectral Prior for Reducing Exposure Bias in Diffusion Models

>用于减少扩散模型曝光偏差的光谱先验

https://github.com/SonyResearch/SPA

>Twins: Learn to Predict Unified Representations with Focal Loss

>Twins：学习使用焦点损失预测统一表征

https://github.com/Tencent-Hunyuan/Twins

>TRELLIS.2 INT8 ConvRot for AMD ROCm

>TRELLIS.2 INT8 ConvRot 用于 AMD ROCm

https://github.com/DrBearJew/trellis2-convrot-rocm

>Fooocus Advanced: Updated Fooocus with some new and modern changes

>Fooocus Advanced：用一些新功能和现代改进更新 Fooocus

https://github.com/micha42-dot/Fooocus_Advanced

>Prompt Manager — ComfyUI Custom Node

>Prompt Manager — ComfyUI 自定义节点

https://github.com/Fictiverse/ComfyUI_Prompt_Manager

>Cosmos3-Super-Image2Video-4Step

Cosmos3-Super-Image2Video-4步

https://huggingface.co/nvidia/Cosmos3-Super-Image2Video-4Step

07/26/2026

>Prompt Architect Pro: Uses local Ollama LLMs to analyze raw texts and images

>Prompt Architect Pro：利用本地 Ollama LLM 分析原始文本和图片

https://github.com/lololerigolo60/Prompt-architect

07/25/2026

>Aozora Trainer: Memory-efficient fine-tuning toolkit for SDXL and ANIMA

>Aozora Trainer：为 SDXL 和 ANIMA 设计的内存高效微调工具包

https://github.com/Hysocs/Aozora_Trainer

>Mage-Flow repackaged model files for ComfyUI

>Mage-Flow：为 ComfyUI 重新打包模型文件

https://huggingface.co/Comfy-Org/Mage-Flow

>LoRA Dataset Studio: one-tab workbench for the whole LoRA lifecycle

>LoRA Dataset Studio：涵盖整个 LoRA 生命周期的单页面工作台

https://github.com/perfectgf/lora-dataset-studio#everything-it-does

>Open Letter: Open Weights and American AI Leadership

>公开信：开放权重与美国 AI 领导地位

https://www.microsoft.com/en-us/corporate-responsibility/topics/open-weight

07/24/2026

>SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation

>SANA-Video 2.0：带注意力残差混合线性注意力用于高效视频生成

https://nvlabs.github.io/Sana/Video2

>JoyAI-Echo x LTX-2.3 — echoVid + ltxAud surgical merge

>JoyAI-Echo x LTX-2.3 — echoVid + ltxAud 手术式合并

https://huggingface.co/joeygambino/joyai-echo-ltx23-echoVid-ltxAud-surgical

>Open Dreamer: Open-source Dreamer world-model implementation in JAX

>Open Dreamer：JAX 中开源 Dreamer 世界模型的实现

https://github.com/next-state/open-dreamer

>NVIDIA Qwen Image Flash

NVIDIA Qwen图像闪电版

https://huggingface.co/nvidia/Qwen-Image-Flash

>Inference-Time Scaling of Diffusion Models via Progressive Seed Pruning

>通过渐进式种子剪枝实现扩散模型的推理时间扩展

https://www.vision.caltech.edu/psp

>Spectral Transformation for Layer-wise Global Rank Discovery in Federated LoRA for Vision Transformers

>联邦学习中用于视觉 Transformer 逐层全局秩发现的光谱变换 LoRA

https://github.com/DASS-Lab-Group/SpecTraL

>mfw Research news

>mfw 研究新闻

07/27/2026

>Closing the Loop: Training-Free Revisit Consistency for Autoregressive Generative Rendering

>Closing the Loop：自回归生成渲染中的免训练重访一致性

https://wenchao-m.github.io/ClosetheLoop.github.io

>TRaM-VSR: Importance-Aware Token Routing and Merging for One-Step Diffusion Video Super-Resolution

>TRaM-VSR：一步扩散视频超分辨率的重要性感知令牌路由与合并

https://arxiv.org/abs/2607.22231

>InnoText: A Unified Model for Visual Text Generation and Editing

>InnoText：用于视觉文本生成和编辑的统一模型

https://arxiv.org/abs/2607.22101

>Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On

>Oxygen-TryOn：面向任何物品的时尚原生虚拟试穿基础模型

https://arxiv.org/abs/2607.21694

>Rethinking Layer-Wise Information Allocation for Vision Foundation Model Adaptation

>重新思考视觉基础模型适配中的层间信息分配

https://arxiv.org/abs/2607.21973

>Correlation-Aware and Gaussianity-Preserving Robust Latent Angular Watermarking for Diffusion Models

>面向扩散模型的感知相关性且保留高斯性的鲁棒潜空间角度水印

https://arxiv.org/abs/2607.22386

>FAIR: Feature-Augmented Implicit Regularization for AI-generated Fake Image Detection

>FAIR：用于 AI 生成假图检测的特征增强隐式正则化

https://arxiv.org/abs/2607.22087

>Small Vision-Language Models Know When They Are Wrong But Cannot Say So: Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation

>小视觉语言模型知道它们错了但说不出来：现实图像降级下陈述信心与内部信心的双模型研究

https://arxiv.org/abs/2607.22034

>Gemma 4 Technical Report

>Gemma 4 技术报告

https://arxiv.org/abs/2607.02770

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>!!! Thread Challenge !!!

>!!! 主题挑战 !!!

Challenge: prompt

挑战：提示词

>Photo of a sexy woman in a bikini

>比基尼性感美女照片

Add up to 10 words anywhere in the prompt. Make the best image you can.

在提示词任意位置添加最多 10 个单词。尽力生成最好的图片。

enough with the kid pics you fuckin freak

别再发那些小孩照片了，你这个恶心的变态

>>109390349

>>109390365

I will bet my GPU you're on a list somewhere

我拿我的显卡打赌，你肯定在某份名单上

>>109390371

I don't know why we allow Indians on this website

我不明白我们为什么允许印度人在这网站上

>>109390357

>photo of a sexy painting of a fantasy landscape. Invisible woman in a bikini out of frame.

>一幅幻想风景画的性感照片。画框外有个穿比基尼的隐形女人。

图片: https://i.4cdn.org/g/1785212669467100.png

(无正文)

附件: https://i.4cdn.org/g/1785212798013956.mp4

>>109390371

>>109390373

t. indian

t. 印度人

>>109390357

Photo of a sexy woman in a bikini, she's 14, she's pointing her butt at the camera

穿比基尼的性感美女照片，她14岁，正把屁股对着镜头

>>109390391

hnnngh I'm still downloading the wan models

唔唔唔，我还在下载 wan 模型

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>>109390395

says's the kid genner who can't even gen above 1MP

说的是那个连生成超过 100 万像素都做不到的小孩生成器

>>109390518

post hand

发帖的手

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附件: https://i.4cdn.org/g/1785215087497339.mp4

>>109390542

me with the wings

我和翅膀

I got wan video working

我把 wan 视频搞定了

It's fucking over for my dick

我的鸡儿彻底废了

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how do you fix krea 2 sameface? or it's just only krea 2 turbo problem?

怎么修复 Krea 2 的同脸问题？还是说这只是 Krea 2 Turbo 的专属问题？

>>109390865

it knows names

它认识名字

>>109388428

I wan2.2 still the king of nsfw local video generation?

我还是觉得 Wan2.2 是本地 NSFW 视频生成的王者？

I'm off the loop as of late.

我最近有点脱离节奏了。

>>109390865

one thing you can do to fix sameface is to specify the race of the person

修复同脸的一个方法是指定人物的种族

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Is Ani spite backig again?

Ani 又卷土重来了？

>>109392512

if you have to ask it's a yes

如果你都得问，那答案肯定是 yes

Any local news?

有什么本地新闻吗？

(无正文)

图片: https://i.4cdn.org/g/1785257622990179.png

>>109391094

Anima?

(无正文)

图片: https://i.4cdn.org/g/1785267398662520.png

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can one of you make a better version of this?

你们谁能做一个更好的版本？

https://civitai.red/models/2787319/krea2-anime2real

>calls krea2 bad because he can't make normal images

>因为他做不出正常的图就说 Krea2 烂

KEEEEEEEEEEEEEK

>>109396395

Very good

非常好

Autsit here, why this thread is fake?

我是路人，为什么这个帖子是假的？

this may surprise some of you but you can actually make your 1girl photos even sexier by saying your 1girl is a cute blonde at a Kenny Chesney concert in 2004

这可能会让一些人惊讶，但实际上，你可以通过描述“一个可爱的金发女孩在 2004 年的肯尼·切尼演唱会上”，让你的 1girl 照片更加性感

"nooo I want cute emo 1girls at a Panic! at the Disco concert in 2010" ok, I get it, I'm just saying you wouldn't be saying that if you'd seen what the 1girls at the 2004 Kenny Chesney concert in Kentucky look like

“不不不，我想要 2010 年恐慌乐队（Panic! at the Disco）演唱会上的可爱 emo 风格 1girl” 好吧，我懂了，我只是说如果你见过肯塔基州 2004 年肯尼·切尼演唱会上的那些 1girl 长什么样，你就不会这么说了

>>109397600

Hmm doesn't work for me. Maybe you're just a Kentucky hick who gets hard to butterfaces who resemble your retarded sister?

嗯，我不行。也许你只是个肯塔基乡巴佬，看到长得像你弱智妹妹的黄油脸（ butterfaces ）就硬了？

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图片: https://i.4cdn.org/g/1785289533266669.png

Cozzy breas

舒服的胸部

>109397987

>109390305

Bad faith posts

恶意帖

What's the deal with Anima? It's barely cleverer about complex prompts than Noob V-pred, and way more commonly biases towards that shitty glossy default AI style; actually interesting texture is a rarity. On the latter count, is the qwen VAE just a piece of shit or something? What's going on?

Anima 到底怎么回事？它在处理复杂提示词时比 Noob V-pred 聪明不了多少，而且更容易偏向那种烂大街的 glossy 默认 AI 风格；真正有趣的纹理简直是稀有物。说到后者，qwen VAE 是就是一坨屎吗？到底怎么了？

>>109398378

What is a breas? Cozy breast?

什么是 breas？舒服的胸部？

She cute

她好可爱

图片: https://i.4cdn.org/g/1785327413824358.png

>>109401185

nah

>>109388757

Catjackbox?

>>109401185

cute

>bumping a 5 day old late bake

>翻一个 5 天前就烤好的旧帖

kys troon

去死吧跨性别者

M-M-M-M-MEGA TROON!!!

>>109402560

Who?

Took a closer listen to my ACEStep XL 0.3 Merge gens on my HD 600s, it's so close to lossless Studio recording in sound quality bros

用我的 HD 600s 耳机仔细听了下我的 ACEStep XL 0.3 混合模型的生成结果，这音质简直快赶上无损录音室级别了兄弟们 Fate Gear 的生成音质听起来甚至比真品还棒。ZUTOMAYO 的生成部分，低音简直太棒了，就像真实的录音一样。我甚至都没动 UVR/Matchering 2。用这个模型做本地音频，进度已经到 95%+ 了

https://gofile.io/d/g0YAiN

The Fate Gear gens sound even better than the real deal. On the ZUTOMAYO gens, the bass is just so good like the real recordings. I have not even touched UVR/Matchering 2. Local audio is about 95%+ of the way there with this model

Fate Gear 的 gens 听起来甚至比原版还出色。在 ZUTOMAYO 的 gens 上，低音部分简直棒极了，就像真实录音一样。我甚至还没碰过 UVR 和 Matchering 2。用这个模型，本地音频的效果已经达到了 95% 以上的水平。

>>109405642

Can it fix >>109397156

它能修复 >>109397156 吗

how is this thread still alive lmao

这帖子怎么还活着啊哈哈

Do anons prefer Krea Turbo or Raw? I've been fighting with the thing for days now but Turbo just has much better aesthetics even if Raw is better at everything else. Very grim.

Anons 们更喜欢 Krea Turbo 还是 Raw？我跟这玩意儿死磕了好几天，但 Turbo 的美学效果要好得多，尽管 Raw 在其他方面都更胜一筹。真是令人沮丧。