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Previous /sdg/ thread : >>107766236

>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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Thanks for baking anon.
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>>107785867
you're welcome. i am sorry, i had bad timing, didn't mean to take away the baking opportunity
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>>107785902
It's okay :)
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>>
>mfw Resource news

01/06/2026

>LTX-2: DiT-based audio-video foundation model
https://github.com/Lightricks/LTX-2

>DreamID-V:Bridging the Image-to-Video Gap for High-Fidelity Face Swapping via Diffusion Transformer
https://guoxu1233.github.io/DreamID-V

>Diffusion Toolkit v1.10
https://github.com/RupertAvery/DiffusionToolkit/releases/tag/v1.10

>NVIDIA RTX Accelerates 4K AI Video Generation on PC With LTX-2 and ComfyUI Upgrades
https://blogs.nvidia.com/blog/rtx-ai-garage-ces-2026-open-models-video-generation

>fp8_e4m3fn conversion of Gemma 3 12b it text encoder
https://huggingface.co/GitMylo/LTX-2-comfy_gemma_fp8_e4m3fn

>Diffuse: Windows desktop UI for Huggingface Diffusers
https://github.com/TensorStack-AI/Diffuse

>SwinIFS: Landmark Guided Swin Transformer For Identity Preserving Face Super Resolution
https://github.com/Habiba123-stack/SwinIFS

>PartImageNet++ Dataset: Enhancing Visual Models with High-Quality Part Annotations
https://github.com/LixiaoTHU/PartImageNetPP

>E-GRPO: High Entropy Steps Drive Effective Reinforcement Learning for Flow Models
https://github.com/shengjun-zhang/VisualGRPO

>A Comprehensive Dataset for Human vs. AI Generated Image Detection
https://huggingface.co/datasets/Rajarshi-Roy-research/Defactify_Image_Dataset

>MagicFight: Personalized Martial Arts Combat Video Generation
https://MingfuYAN.github.io/MagicFight

01/04/2026

>Invoke AI 6.10 - now supports Z-Image Turbo
https://github.com/invoke-ai/InvokeAI/releases/tag/v6.10.0rc2

>ComfyUI Wan VACE Video Joiner
https://github.com/stuttlepress/ComfyUI-Wan-VACE-Video-Joiner

>UltraShape 1.0: High-Fidelity 3D Shape Generation via Scalable Geometric Refinement
https://pku-yuangroup.github.io/UltraShape-1.0

>OpenVINO AI Plugins for GIMP
https://github.com/intel/openvino-ai-plugins-gimp/releases/tag/3.2.0

>Comfyui-GeminiWeb
https://github.com/Koko-boya/Comfyui-GeminiWeb
>>
>mfw Research news

01/06/2026

>NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation
https://arxiv.org/abs/2601.02204

>Unraveling MMDiT Blocks: Training-free Analysis and Enhancement of Text-conditioned Diffusion
https://arxiv.org/abs/2601.02211

>BiPrompt: Bilateral Prompt Optimization for Visual and Textual Debiasing in Vision-Language Models
https://arxiv.org/abs/2601.02147

>VIBE: Visual Instruction Based Editor
https://arxiv.org/abs/2601.02242

>ExposeAnyone: Personalized Audio-to-Expression Diffusion Models Are Robust Zero-Shot Face Forgery Detectors
https://mapooon.github.io/ExposeAnyonePage

>Agentic Retoucher for Text-To-Image Generation
https://arxiv.org/abs/2601.02046

>HyperCLOVA X 8B Omni
https://arxiv.org/abs/2601.01792

>Forget Less by Learning from Parents Through Hierarchical Relationships
https://arxiv.org/abs/2601.01892

>TalkPhoto: A Versatile Training-Free Conversational Assistant for Intelligent Image Editing
https://arxiv.org/abs/2601.01915

>MotionAdapter: Video Motion Transfer via Content-Aware Attention Customization
https://arxiv.org/abs/2601.01955

>AFTER: Mitigating the Object Hallucination of LVLM via Adaptive Factual-Guided Activation Editing
https://arxiv.org/abs/2601.01957

>GDRO: Group-level Reward Post-training Suitable for Diffusion Models
https://arxiv.org/abs/2601.02036

>VINO: A Unified Visual Generator with Interleaved OmniModal Context
https://sotamak1r.github.io/VINO-web

>DatBench: Discriminative, Faithful, and Efficient VLM Evaluations
https://arxiv.org/abs/2601.02316

>A Comparative Study of Custom CNNs, Pre-trained Models, and Transfer Learning Across Multiple Visual Datasets
https://arxiv.org/abs/2601.02246

>VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation
https://arxiv.org/abs/2601.02256

>DeepInv: A Novel Self-supervised Learning Approach for Fast and Accurate Diffusion Inversion
https://arxiv.org/abs/2601.01487
>>
>mfw MORE Research news

>FFP-300K: Scaling First-Frame Propagation for Generalizable Video Editing
https://arxiv.org/abs/2601.01720

>Improving Flexible Image Tokenizers for Autoregressive Image Generation
https://arxiv.org/abs/2601.01535

>Unified Generation and Self-Verification for Vision-Language Models via Advantage Decoupled Preference Optimization
https://arxiv.org/abs/2601.01483

>Guiding Token-Sparse Diffusion Models
https://arxiv.org/abs/2601.01608

>Image Synthesis Using Spintronic Deep Convolutional Generative Adversarial Network
https://arxiv.org/abs/2601.01441

>Slot-ID: Identity-Preserving Video Generation from Reference Videos via Slot-Based Temporal Identity Encoding
https://arxiv.org/abs/2601.01352

>Luminark: Training-free, Probabilistically-Certified Watermarking for General Vision Generative Models
https://arxiv.org/abs/2601.01085

>Improved Object-Centric Diffusion Learning with Registers and Contrastive Alignment
https://arxiv.org/abs/2601.01224

>Evolving CNN Architectures: From Custom Designs to Deep Residual Models for Diverse Image Classification and Detection Tasks
https://arxiv.org/abs/2601.01099

>YODA: Yet Another One-step Diffusion-based Video Compressor
https://arxiv.org/abs/2601.01141

>NarrativeTrack: Evaluating Video Language Models Beyond the Frame
https://arxiv.org/abs/2601.01095

>CRoPS: A Training-Free Hallucination Mitigation Framework for Vision-Language Models
https://arxiv.org/abs/2601.00659

>TimeColor: Flexible Reference Colorization via Temporal Concatenation
https://bconstantine.github.io/TimeColor

>DynaDrag: Dynamic Drag-Style Image Editing by Motion Prediction
https://arxiv.org/abs/2601.00542

>FreeText: Training-Free Text Rendering in Diffusion Transformers via Attention Localization and Spectral Glyph Injection
https://arxiv.org/abs/2601.00535
>>
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desuarchive.org/g/thread/103782080
1 year ago
>>
>>107786576
RIP dance anon
>>
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>>107786576
>First for schizo containment general
appears this anon was finally defeated
>some comfy posts
maybe the last we'd ever get
>>
>>107786690
we lost all the schizos except the one
>>
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>>107786781
???
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gn
>>
why comfy github repo returning 403 on fetch
>>
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>>107790572
gn

>>107790581
he moved it to the org
https://github.com/Comfy-Org/ComfyUI
>>
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There is much untruth in a dream
>>
i miss schizo anon
>>
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>>107790664
It's working now but when I posted that the org was "disabled", so said the remote(GitHub).
Never seen that before except when repos get DMCA requests.
>>
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Cakes on the griddle
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I am using Chatgpt to try to create this weird tales art style like the one on the left.

I was trying a prompt like this

Prompt: 1930s Weird Tales pulp magazine cover art, commercial gouache illustration style. Flat opaque color application with simplified modeling, poster-aesthetic with naturalistic forms. Bold color zones with controlled edges, limited soft transitions only for form modeling. Strong value contrast, theatrical stage lighting, hard-edged cast shadows. Vintage four-color printing look, slight registration offset. Illustrative realism with posterized color planes.

A chaotic, night-time battle scene at a bandit camp. Sir Gottfried, wounded and bleeding, is a "whirlwind of silver and death," fighting multiple bandits simultaneously with his sword and shield. His pose is one of desperate, exaggerated heroism. In the background, there are burning tents and a crossbowman reloading in the shadows. The moon is a "sliver of bone," casting eerie light, while the fires create a warm, dramatic glow on the armor and faces.

Saturated dramatic lighting. 1930s adventure pulp, heroic fantasy illustration, magazine cover composition

NOT / Negative Prompt: NOT: oil painting, visible brushstrokes, impasto, heavy texture, painterly, blended edges, soft focus, atmospheric, chiaroscuro, tenebrism, academic painting, fine art, canvas texture, alla prima, glazing, scumbling, loose brushwork, impressionist, expressionist, textured surface, thick paint application, Rembrandt lighting, naturalistic rendering, photorealistic, digital art, concept art, artstation, modern illustration, 3D render, airbrushed, gradient mesh

but it produced photo on the right, What am I doing wrong? I imagine overprompting but not sure what to remove and what to include
>>
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more new captcha puzzles
3 tries to submit
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Morning anons
Qwen made a huge quokka dog lmao.
>>
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>>107795929
happy work anniversary, office quokka dog
>>
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think i am gonna try to train, with civitai, a koff3 lora for flux. idk if flux is dead but whatever
>>107795929
morning
>>
>>107795941
Train The Ninth Gate lora... from the book images...
>>
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>>107795941
could always try a z-image lora if you're worried about model relevance
>>
>>107795940
That was back in December, today is just regular birthday
>>107795941
Nice pomni,
morning
>>
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>>107796195
oh, happy birthday office quokka dog
>>
>>107796233
Thank you Debo.
>>
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>>107795977
meh, i'm going to hold off anyway, the civitai site is annoying me. i guess there will be a base z-image released soon?, though i will be unable to run it locally anyway
>>
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>>107796274
>there will be a base z-image released soon?
no idea. there's been mixed messages about the base model release cuz they've suggested its almost ready but then have been mostly silent otherwise
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>>107796274
>though i will be unable to run it locally anyway
z-image is pretty small. have you tried the ggufs to see if they'd work locally? surely something can fit

model:
https://huggingface.co/jayn7/Z-Image-Turbo-GGUF/tree/main
encoder:
https://huggingface.co/unsloth/Qwen3-4B-GGUF/tree/main
>>
>>107796274
If you have 6GB and at least Ampere card you can run fp16 (or the non guff) one with 16gb shared ram. It's not a big deal.
GGUF Q8 takes even less memory but it is slightly slower as it is not hardware accelerated.
If I can run it, you can do it too.
Flux is way heavier.
>>
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>>107796400
>>107796474
guess i'll start the process of installing and trying to use comfyui, again
>>
>>107796507
New comfyui is somewhat bad experience. I don't have a cutting edge version but it has memory management issues. But this means it will oom after every few gens. It's not unusably bad but slightly so.
>>
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>>107796641
I'm not pulling as long as possible
hopefully someone forks a ComfyClassic and unfucks a lot of their bad decisions
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well.. got it working, though i don't yet understand how to get the results i want
https://files.catbox.moe/jnbti2.jpg
rate the flow/offer guidance as far as the settings i should be using
>>
done some performance optimizations, nice one is fused geglu, also added flash attention, be ready for merge soon but it's tested and working
>UNet2DConditionModel runwayml/stable-diffusion-v1-5 @ 512x512 with batch 2 (batch 1 CFG) on 3090
>22.8ms
>~43.86 it/s
very nice
i think i can get faster, haven't fused qkv yet, groupnorm and layernorm kernels aren't the best, maybe some more gemm/conv2d fusions are possible or maybe more tile description tuning, and try tuning concat and elementwise kernels more
>>
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>>107797148
forgot an image
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>>107796768
>>107797067
>[Elton John's "imagine" piano melody playing]
>*dum**dum**dum**dum**dum**dum**dum**dum*
>*dururururumdum*
>Imagine there's weird industrial machinery in every roof
>*dururururumdum*
>>
Lunch
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>>107797095
here's one of my most recent workflows for reference:
https://files.catbox.moe/56hg3d.png the auraflow node with shift param [supposedly] improves encoding; people typically a range between 5-7

>>107797148
>>22.8ms
>>~43.86 it/s
how does this compare with the non-modular models?

>>107797191
>>Imagine there's weird industrial machinery in every roof
this is the future according to AI. its not like we're using roofs for anything else
>>
>>107796768
It will be a long project. I wish I was a dev but I can barely read books.
Now would be the time to capture the codebase I think.
>>
>>107797365
Before the git gets erased or closed.
>>
>>107797338
I just found it funny
>>
>>107797338
>the non-modular models
wdym
>>
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>>107797487
dino transforms models into optimized standalone models, right? I'm always wondering about the benchmarks, non-optimized model vs optimized dino-module
>>
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>>107797525
ohh
>diffusers 23.05 it/s
>diffusers with torch.compile max-autotune fullgraph 29.29 it/s
>>
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>update comfy
>workflow that worked before now ooms
wowzer!
>>
>>107798245
Most of the 3rd party nodes were not using apis' memory management anyway.
It was more and more obvious with chinese animation models.
>>
>>107798280
eg. They are wrappers.
>>
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see the stargs. these text goof-ups humor me

>>107798245
>he pulled
oh no

>>107798330
ah, my stocks seem to be doing well

>>107798488
very cool. would play (the pc port)
>>
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Entombed left Hand Path.
https://www.youtube.com/watch?v=weyYzWU-FNI
>>
>>107799099
Yewtube has decided that my current song is this:<
>>
>>107799158
https://www.youtube.com/watch?v=hdp7snFv7YI
>>
https://www.youtube.com/watch?v=qeeOc8naPIg
>>
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https://suno.com/s/cqz2js53aL29kxGX
nice when it ignores my dumb lyrics and instead generates a decent 8 minute instrumental
>>
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>>107799340
idk why but the drum beat gives me early 90s vibes. fun energy
also, I'd like 4lbs of slame meat please
>>
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File: k_00031_.png (2.2 MB, 1344x1728)
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File: deUC_zi_00004_.png (2.29 MB, 2048x1280)
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File: k_00032_.png (2.33 MB, 1344x1728)
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File: deUC_zi_00008_.png (2.31 MB, 2048x1280)
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#wisdom
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File: k_00034_.png (2.08 MB, 1920x1080)
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File: deED_zi_00047_.png (2.71 MB, 2048x1280)
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>>107799980
I approve this gen



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