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Previous /sdg/ thread : >>107485430

>Beginner UI
EasyDiffusion: https://easydiffusion.github.io
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI

>Advanced UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
Forge Classic: https://github.com/Haoming02/sd-webui-forge-classic
Stability Matrix: https://github.com/LykosAI/StabilityMatrix

>Z-Image Turbo
https://comfyanonymous.github.io/ComfyUI_examples/z_image
https://huggingface.co/Tongyi-MAI/Z-Image-Turbo
https://huggingface.co/jayn7/Z-Image-Turbo-GGUF

>Flux.2 Dev
https://comfyanonymous.github.io/ComfyUI_examples/flux2
https://huggingface.co/black-forest-labs/FLUX.2-dev
https://huggingface.co/city96/FLUX.2-dev-gguf

>Qwen Image & Edit
https://docs.comfy.org/tutorials/image/qwen/qwen-image
https://huggingface.co/Qwen/Qwen-Image
https://huggingface.co/QuantStack/Qwen-Image-GGUF
https://huggingface.co/QuantStack/Qwen-Image-Distill-GGUF
https://huggingface.co/QuantStack/Qwen-Image-Edit-2509-GGUF

>Text & image to video - Wan 2.2
https://docs.comfy.org/tutorials/video/wan/wan2_2
https://huggingface.co/QuantStack/Wan2.2-TI2V-5B-GGUF
https://huggingface.co/QuantStack/Wan2.2-T2V-A14B-GGUF
https://huggingface.co/QuantStack/Wan2.2-I2V-A14B-GGUF

>Chroma
https://comfyanonymous.github.io/ComfyUI_examples/chroma
https://github.com/maybleMyers/chromaforge
https://huggingface.co/lodestones/Chroma1-HD
https://huggingface.co/silveroxides/Chroma-GGUF

>Models, LoRAs & upscaling
https://civitai.com
https://huggingface.co
https://tungsten.run
https://yodayo.com/models
https://www.diffusionarc.com
https://miyukiai.com
https://civitaiarchive.com
https://civitasbay.org
https://www.stablebay.org
https://openmodeldb.info

>Index of guides and other tools
https://rentry.org/sdg-link

>Related boards
>>>/h/hdg
>>>/e/edg
>>>/d/ddg
>>>/b/degen
>>>/vt/vtai
>>>/aco/sdg
>>>/u/udg
>>>/tg/slop
>>>/trash/sdg
>>>/vp/napt
>>>/r/realistic+parody
>>
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>>
What moron thought that removing the queue function from the left bar was a good idea.
>>
>>107504258
same moron who thought moving the "cancel" button to the "running jobs" hover was a good idea probably
>>
>>
>mfw Resource news

12/09/2025

>Qwen-Image-i2L (Image to LoRA)
https://modelscope.cn/models/DiffSynth-Studio/Qwen-Image-i2L/summary

>AMD Amuse AI is now open source
https://github.com/TensorStack-AI/AmuseAI

>Distribution Matching Variational AutoEncoder
https://github.com/sen-ye/dmvae

>Toward More Reliable Artificial Intelligence: Reducing Hallucinations in Vision-Language Models
https://github.com/kassoumsanogo1/self-correcting-vlm-re-Attention.git

>Unified Video Editing with Temporal Reasoner
https://videocof.github.io

>MICo-150K: A Comprehensive Dataset Advancing Multi-Image Composition
https://MICo-150K.github.io

>Unified Camera Positional Encoding for Controlled Video Generation
https://github.com/chengzhag/UCPE

>Training-free Clothing Region of Interest Self-correction for Virtual Try-On
https://github.com/MrWhiteSmall/CSC-VTON.git

>Scaling Zero-Shot Reference-to-Video Generation
https://franciszzj.github.io/Saber

>Less Is More, but Where? Dynamic Token Compression via LLM-Guided Keyframe Prior
https://github.com/yu-lin-li/DyToK

>Vector Quantization using Gaussian Variational Autoencoder
https://github.com/tongdaxu/VQ-VAE-from-Gaussian-VAE

>DragMesh: Interactive 3D Generation Made Easy
https://aigeeksgroup.github.io/DragMesh

12/07/2025

>FLUX.2 Remote Text Encoder for ComfyUI
https://github.com/vimal-v-2006/ComfyUI-Remote-FLUX2-Text-Encoder-HuggingFace

>ComfyUI LongCat-Image Integration
https://github.com/sooxt98/comfyui_longcat_image

>NewBie image Exp0.1: Efficient Image Generation Base Model Based on Next-DiT
https://modelscope.cn/models/NewBieAi-lab/NewBie-image-Exp0.1/summary

>None Trainer: Z-Image Turbo LoRA Trainer (in 4~8 steps)
https://github.com/None9527/None_Z-image-Turbo_trainer

12/06/2025

>Live Avatar: Streaming Real-time Audio-Driven Avatar Generation with Infinite Length
https://liveavatar.github.io

>ComfyUI interface: Node 2.0
https://blog.comfy.org/p/comfyui-node-2-0
>>
>mfw Research news

12/09/2025

>UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation
https://jackailab.github.io/Projects/UnityVideo

>One Layer Is Enough: Adapting Pretrained Visual Encoders for Image Generation
https://arxiv.org/abs/2512.07829

>Unison: A Fully Automatic, Task-Universal, and Low-Cost Framework for Unified Understanding and Generation
https://arxiv.org/abs/2512.07747

>OneStory: Coherent Multi-Shot Video Generation with Adaptive Memory
https://zhaochongan.github.io/projects/OneStory

>Guiding What Not to Generate: Automated Negative Prompting for Text-Image Alignment
https://arxiv.org/abs/2512.07702

>Voxify3D: Pixel Art Meets Volumetric Rendering
https://yichuanh.github.io/Voxify-3D

>SJD++: Improved Speculative Jacobi Decoding for Training-free Acceleration of Discrete Auto-regressive Text-to-Image Generation
https://arxiv.org/abs/2512.07503

>LongCat-Image Technical Report
https://arxiv.org/abs/2512.07584

>Dropout Prompt Learning: Towards Robust and Adaptive Vision-Language Models
https://arxiv.org/abs/2512.07234

>Debiasing Diffusion Priors via 3D Attention for Consistent Gaussian Splatting
https://arxiv.org/abs/2512.07345

>ContextAnyone: Context-Aware Diffusion for Character-Consistent Text-to-Video Generation
https://arxiv.org/abs/2512.07328

>Affine Subspace Models and Clustering for Patch-Based Image Denoising
https://arxiv.org/abs/2512.07259

>Understanding Diffusion Models via Code Execution
https://arxiv.org/abs/2512.07201

>Generating Storytelling Images with Rich Chains-of-Reasoning
https://arxiv.org/abs/2512.07198

>HVQ-CGIC: Enabling Hyperprior Entropy Modeling for VQ-Based Controllable Generative Image Compression
https://arxiv.org/abs/2512.07192

>MultiMotion: Multi Subject Video Motion Transfer via Video Diffusion Transformer
https://arxiv.org/abs/2512.07500

>MoCA: Mixture-of-Components Attention for Scalable Compositional 3D Generation
https://lizhiqi49.github.io/MoCA
>>
>mfw MORE Research news

>CHIMERA: Adaptive Cache Injection and Semantic Anchor Prompting for Zero-shot Image Morphing with Morphing-oriented Metrics
https://cmlab-korea.github.io/CHIMERA

>MulCLIP: A Multi-level Alignment Framework for Enhancing Fine-grained Long-context CLIP
https://arxiv.org/abs/2512.07128

>Evaluating and Preserving High-level Fidelity in Super-Resolution
https://arxiv.org/abs/2512.07037

>RMAdapter: Reconstruction-based Multi-Modal Adapter for Vision-Language Models
https://arxiv.org/abs/2512.06811

>VDOT: Efficient Unified Video Creation via Optimal Transport Distillation
https://arxiv.org/abs/2512.06802

>UARE: A Unified Vision-Language Model for Image Quality Assessment, Restoration, and Enhancement
https://arxiv.org/abs/2512.06750

>Task-Model Alignment: A Simple Path to Generalizable AI-Generated Image Detection
https://arxiv.org/abs/2512.06746

>RunawayEvil: Jailbreaking the Image-to-Video Generative Models
https://arxiv.org/abs/2512.06674

>Rethinking Training Dynamics in Scale-wise Autoregressive Generation
https://arxiv.org/abs/2512.06421

>TreeQ: Pushing the Quantization Boundary of Diffusion Transformer via Tree-Structured Mixed-Precision Search
https://arxiv.org/abs/2512.06353

>Beyond Hallucinations: A Multimodal-Guided Task-Aware Generative Image Compression for Ultra-Low Bitrate
https://arxiv.org/abs/2512.06344

>CountLoop: Training-Free High-Instance Image Generation via Iterative Agent Guidance
https://arxiv.org/abs/2508.16644
>>
>>
>>107504631
Nice
>>
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I'm sick bros
>>
First for containment general
>>
>>107505350
You are in the right company then.
>>
>>
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>>107505512
:(
>>
>>107505535
One bottle of brandy should sort out any possible illness.
>>
Morning anons
>>
>gm
>>
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>>107505350
sucks :(
hope you bounce back quickly

>>107505542
I'm no medical professional but I dont think thats how it works

>>107505568
gm
>>
I'd respond with good morning, but you never reply to me when I do.
>>
>>107505612
gm :)
>>
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>>107505612
gm
>>
>>
What's the difference between Forge and Reforge if I'm already on Forge?
>>
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>>107505987
base forge is a dead project so people have forked it to continue maintaining it and adding support for newer features and models. but now I dont think reforge is up to date either. I think neo-forge is the most modern fork, but I've kind of lost track
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>>107506027
God damn it. Yeah I haven't really updated anything since installing the original Forge.
>>
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I still don't understand how to get triton working or installed
>>
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>>107506765
chatgpt might be able to help you
>>
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Anyone who sometimes goes back and tries to overhaul their prompting pipeline, order of operations, tagging or writing style? Every now and then I realized that too many tokens or tag spam causes the quality to suffer or variation to become totally inflexible. Then I go back to the basics and suddenly I get awesome generations again on higher CFG settings, though I still seem to get away with using a lot of negative tokens and tags without ever really changing them over the years.

I've mostly fallen into the habit of going off the vague order of subject -> setting, style, and quality lines when BREAKing up a prompt.

The subject portion its self I would then BREAK into character -> clothing -> clothing attributes -> emotion/expression -> action/pose followed by camera angle, camera modifiers and only then setting (which includes time of day, location, atmospheric properties, and so forth).

Lighting I would squeeze somewhere near the end before or after quality.
>>
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>>107507251
Absolutely. Sometimes you start building a prompt one gen at a time until you get close to what you want. Then you can "refactor" to try an get better quality results.
You can also run it through a local LLM and ask it to construct the input text into a short and effective text to image prompt.
>>
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>>
>>107504070
Is it possible to use img to video with stability Matrix stable diffusion? I don't see the option and it doesn't have wan integrated. I've been using it for about 3 years now and I want to try to get into video.
>>
>>107508661
Maybe Stable Video Diffusion (SVD) Image-to-Video but not out of the box.
>>
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>schizo wants to destroy Comfy
My sword is yours, tell me what I need to do to eradicate Comfy
>>
I just found out that Automatic1111 is a dead repo. Is ComfyUI what I should move to? I want to get into WAN / videos eventually.
>>
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>pull comfy
>queue gone
>previews gone
>manager button gone

amazing
>>
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>local lora gallery node works exactly as you'd hope
>except it refuses to load previous workflows from output, meaning you have to check the text output of the embed instead of drag and drop
I love Comfy, and I hate Comfy, and I don't want to use other front-ends, and I wish there was a real alternative.
>>
Is nodes 2.0 the liquid ass of cumfartorg?
>>
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comfy crashing my browser now, fun
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searched for comfyui in google and this was the ai response kek
>>
>>107509197
Im glad node 2.0 is optional. it looks awful and breaks so many basic things. you can just tell some jeet was behind this UI change
>>
>>107509197
99.999% vibe coded
>>
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>>107509119
comfy is rebuilding as a rust application. they're in the process of destroying themselves, so you can just kick your feet up

>>107509134
comfy is the best if you want to always have the newest toys. people always complain about the UI though, so thats the major trade-off. if you want something similar to the a1111 experience, grab neo-forge or reforge

>>107509138
amazin'
>>
>best way I can describe using comfyui moving forward is like sitting on a 12" dildo leaving it in and saying "fuck it, I'm gay now" instead of pulling it out with some dignity and saying "what's the next steps"
>>
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i hated comfy before it was cool
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mfw comfyui
>>
>>107506137
Kek
Straight and true
>>
>>107509533
I'm still hoping Forge will gets some love from lllyasviel
>>
>>
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>>107509509
>>107509547
peak

>>107509533
I move trumpet to d4 and take your bowling ball
>>
>>
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bruh
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>>107509612
nice place
>>
>>
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>>107510396
nice. Underwater gens can be tricky
>>
>>
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/sdg/ is having a holiday pizza party. reply to this post with your toppings request
>>
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>>107512177
I've very pro-pepperoni but very anti-olive
>>
>>107511673
i'm boring, ny style pep and i'm good.
(first one that actually included everyone, frankly with what the prompt is being subjected to i'm astonished it comes out coherently at all). also, zit seems to insist on pizza being eaten backwards, is that some chinese thing or what?
>>
so much to unpack here
>>
>>107511673
No interior pedo?
>>
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>>107512279
>zit seems to insist on pizza being eaten backwards
pw would def eat crust first like a true psychopath. we haven't seen pw in a while now that I think about it
>ny style pep
based. I was worried, you had the potential of being a chicago pizza type
>>
random nbp version
>>
and last zit before movin along
>>
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>>107512412
this would go crazy if it had a 90s home video aesthetic
I'm humored by the idea that sdg is just the frustrated imagination of a suburban boy and his stuffed animals
side note: its weird how when nano has to add extra things, it gets super lazy with balancing the lighting/shadowing
>>
>>107512561
it was a one-shot gen, but passed through the dream-logic prompt. it is weird it made them look pasted in though
analog videotape aesthetic, component-video color response, muted dynamic range, soft macroblocking, gentle chroma bleed, slight edge halos, fuzzy analog resolution, mild temporal noise, organic grain texture, old broadcast lighting, subdued contrast curves
Analog shadows flicker on a table laden with bright disks of pepperoni moons. A boy, pale as aged celluloid, wears annoyance like a cloak. Words crawl across his chest, whispering dissatisfaction. A girl, a specter of chroma, wields her knife like a scepter, cutting through the soft, cheese-laden fog.
In the periphery, a witch with amethyst threads devours a slice of chaos, her hat bending reality. A girl clad in sunlit pink dances with blades, a gleam of steel against the quiet grain. A defiant bunny, miniature and fierce, claims her place atop a golden crust.
Outside, the windows bleed light, shadows crunch like gravel underfoot, the world whispering its secrets. A quokka, cowboy-hatted, smoke curling upwards, stands vigil, while a monkey in festive guise and a frog in leather silently watch.
The air hums with analog dreams, a symphony of muted colors and forgotten broadcasts.

it ignored like half the prompt lol
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C a n t
S l e e p
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>>107509596
Lol glad you like it
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>>107512561
Its a jpeg
>>
Last one from me
Good night anons
>>
>>107512704
gn. that is a very comfy looking quokka!
>>
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>>107512694
goofed up sleep schedule or just one of those days?

>>107512704
gn
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>>107512744
Probably both desu
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i miss schizo anon
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Dumb question: How does this thread differ from the local diffusion general?
>>
bait used to be good
>>
>>107512798
you have to go back
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>>107512798
sdg is where you go when you want more friends
ldg is where you go when you want more enemies
>>
gn
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>>107512894
gn
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>>107512858
Who wouldn't want more friends
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>>107512934
>brandy brand brandy
genius lol
are you supposed to pour it over the bickle bowl? mix it with the milk for some delicious brilk?
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>>107512954
Have you never seen the movie Taxi Driver?
>>
>>107512954
It's from a De Niro movie. Yes, unironically.
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>>107512961
I haven't, haha. I've always heard good things

>>107512966
I hope its cheap brandy tho cuz otherwise its kind of a waste
>>
>>107512961
>Taxi Driver
People really endlessly obsess over that one.
>>
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>>107513006
It's a real gritty movie. You'll enjoy it if you're a night person. I've watched it a bunch of times. Sorry you didn't get the reference. I thought most people here would have seen the movie. Anyway, how are you doing?
>>
>>107513014
ironic post is ironic
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>>107513016
I'm good. I'm yawning so much my eyes are watering... so I should prob go to sleep, lol
>>
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>>107513054
I hear liquor and fast carbs are good for inducing sleep. Lol. Anyway, sleep tight bro.
>>
>>107509244
>comfy is rebuilding as a rust application.
Noooooooooooo
Why the fuck do people do this
I mean rust is ok, fine, do things in it. But why rewrite things that work, it's just insane
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>>107509197
>rewrite
>things stop working
Like clock work
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>>107512840
Why are you like this namefag? No wonder anons fled to other threads with people like you here
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>>107514668
Thank you for your nigbobumps.
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gm

>>107515457
>>107515448
nice
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>>107515487
Good morning
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>>107515505
nice river. Do you have a winter one?
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>>
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>>107515439
>>
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>>107515577
peekaboo - cute
>>
>>107515769
was unexpected gen
>>
>>
>>
>>107515846
>dat out
>dat location
i want to see what happens when she yanks that chain
>>
>>107515914
*outfit
>>
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>>107515525
Thanks. Not yet.
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>>
>>
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>>107515914
Here you go. It was a mess.
>>
>>107516220
lel
>>
>>
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Next Thread

>>107516250
>>107516250
>>107516250
>>
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>>107516411
you're starting threads earlier and earlier
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>>
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>>107516462

I have lowered it vs the previous longstanding mid 140s before recent shenanigans. However, it wasn't supposed to be this low. I suppose I could take a reactive stance instead of a proactive one. The other general with a larger population migrates with almost zero pushback to a second, and later, new thread that conforms to the general consensus. We should be able to do the same here.



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