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Discussion and Development of Local Image and Video Models

Previous: >>108875508

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

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, & Upscalers
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

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

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/

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

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

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

>LTX-2.3
https://huggingface.co/collections/Lightricks/ltx-23

>Chroma
https://huggingface.co/lodestones/Chroma1-Base
https://rentry.org/mvu52t46

>Illustrious
https://rentry.org/comfyui_guide_1girl

>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
>>>/r/realistic+parody
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg

>Local Text
>>>/g/lmg

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
>inb4 n*gbo
>>
first for vae-less models
>>
File: 06908-1280518738.png (870 KB, 1152x896)
870 KB PNG
>>
first for indian generation rights
>>
File: Juggernaut_Z_V1_00004_.jpg (511 KB, 1728x1344)
511 KB JPG
>>
File: 163954CUI_00001_.png (1.25 MB, 1248x1824)
1.25 MB PNG
>>
>multi threaded model loading
Models like anima and z already load nearly instantly for me tho
>>
>change absolutely nothing
>every gen now takes twice as long suddenly
time to reinstall comfy again
>>
File: 06924-1303404274.png (945 KB, 896x1152)
945 KB PNG
>>108881897
>pickled
>>
>mfw Resource news

05/22/2026

>[real] Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models
https://github.com/microsoft/Lens

>L2P: Unlocking Latent Potential for Pixel Generation
https://nju-pcalab.github.io/projects/L2P

>GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation
https://ephemeral182.github.io/GenEvolve

>EasyVFX: Frequency-Driven Decoupling for Resource-Efficient VFX Generation
https://easy-vfx.github.io

>FashionLens: Toward Versatile Fashion Image Retrieval via Task-Adaptive Learning
https://github.com/haokunwen/FashionLens

>PALLAIDIUM Refactored
https://github.com/tin2tin/pallaidium_refactor

05/21/2026

>Follow the Mean: controlling flow-matching generative models by shifting endpoint means with reference examples
https://github.com/pedrocurvo/follow-the-mean

>LiTo: Surface Light Field Tokenization
https://github.com/apple/ml-lito

>Q-ARVD: Quantizing Autoregressive Video Diffusion Models
https://github.com/tsa18/Q-ARVD

>StreamGVE: Training-Free Video Editing via Few-Step Streaming Video Generation
https://dsl-lab.github.io/StreamGVE

>PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection
https://github.com/xiaoyu6868/PGC

>OcclusionFormer: Arranging Z-Order for Layout-Grounded Image Generation
https://henghuiding.com/OcclusionFormer

>DrawMotion: Generating 3D Human Motions by Freehand Drawing
https://github.com/InvertedForest/DrawMotion

>Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning
https://zhengdian1.github.io/Uni-Edit-proj

>Manga109-v2026: Revisiting Manga109 Annotations for Modern Manga Understanding
https://manga109.github.io/manga109-project-website/en

>RISE: Reliable Improvement in Self-Evolving Vision-Language Models
https://github.com/AMAP-ML/RISE

>SANA-WM (Bidirectional): Efficient open-source world model trained natively for 1-minute generation
https://huggingface.co/Efficient-Large-Model/SANA-WM_bidirectional
>>
>>108881943
--disable-dynamic-vram
>>
>mfw Research news

05/22/2026

>SEGA: Spectral-Energy Guided Attention for Resolution Extrapolation in Diffusion Transformers
https://rajabi2001.github.io/sega

>Bernini: Latent Semantic Planning for Video Diffusion
https://bernini-ai.github.io

>ORBIS: Output-Guided Token Reduction with Distribution-Aware Matching for Video Diffusion Acceleration
https://arxiv.org/abs/2605.22015

>Rethinking Token Reduction for Diffusion Models via Output-Similarity-Awareness
https://arxiv.org/abs/2605.22011

>Attend Locally, Remember Linearly: Linear Attention as Cross-Frame Memory for Autoregressive Video Diffusion
https://arxiv.org/abs/2605.16579

>MotiMotion: Motion-Controlled Video Generation with Visual Reasoning
https://motimotion.github.io

>UniVL: Unified Vision-Language Embedding for Spatially Grounded Contextual Image Generation
https://arxiv.org/abs/2605.21611

>Broken Memories: Detecting and Mitigating Memorization in Diffusion Models with Degraded Generations
https://arxiv.org/abs/2605.22050

>Guided Trajectory Optimization with Sparse Scaling for Test-Time Diffusion
https://arxiv.org/abs/2605.21907

>AesFormer: Transform Everyday Photos into Beautiful Memories
https://arxiv.org/abs/2605.22126

>MaSC: A Masked Similarity Metric for Evaluating Concept-Driven Generation
https://arxiv.org/abs/2605.22469

>DecQ: Detail-Condensing Queries for Enhanced Reconstruction and Generation in Representation Autoencoders
https://arxiv.org/abs/2605.22777

>Hierarchical Variational Policies for Reward-Guided Diffusion
https://arxiv.org/abs/2605.21661

>SDGBiasBench: Benchmarking and Mitigating Vision--Language Models' Biases in Sustainable Development Goals
https://arxiv.org/abs/2605.21919

>BEiTScore: Reference-free Image Captioning Evaluation with an Efficient Cross-Encoder Model
https://arxiv.org/abs/2605.21728

>RobuQ: Pushing DiTs to W1.58A2 via Robust Activation Quantization
https://arxiv.org/abs/2509.23582
>>
File: 06928-2273900406.png (1.03 MB, 896x1152)
1.03 MB PNG
>>108881982
>--disable-dynamic-vram
what is this?
>>
>>108882005
it disables dynamic vram
>>
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919 KB JPG
>>
File: Juggernaut_Z_V1_00016_.jpg (434 KB, 1248x1824)
434 KB JPG
>>108881956
salad time
>>
>>108881890
>>108881956
>>108882005
you have my attention. mind passing a box for these?
>>
>>108882022
what exactly does dynamic vram do? unload the model every time?
>>
1girl, {tifa lockhart, medium breasts|korra, dark skinned female, hair tubes, brown hair, medium breasts, ponytail|laura kinney, long hair, black hair, small breasts, petite, choker|azula, sidelocks, black hair, small breasts, single hair bun, petite, dragon print, (single hair bun:0.6)}, slender, head out of frame, (sweat:1.15), glistening, fingerless gloves, navel piercing, panties, sport pants down, sports bra, (toned:0.6), holding smartphone, string panties, {by kiriyama taichi, elegant|realistic, 3d,(namespace:0.8),(pantsu-ripper)}, , selfie, {side view, from side, {ass|groin}|dynamic pose}, seductive smile, (covered nipples:0.7), {hand on hip, contrapposto|hand on own stomach|adjusting panties|adjusting bra|adjusting hair|waving hand, goodbye|victory pose|erotic pose|pinup pose|bra lift, underboob|bra lift, flashing, nipples}
>>
>>108881978
>>108881985
Fuck off nigbo
>>
>>108881897
>>108882052
prompt?
>>
>>108882059
I think it unloads models after generating to make room for other models. And then it needs to reload from disk every time. It should be similar to the --gpu-only or ---high-vram setting on A1111
>>
>>108881978
>>[real] Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models
>https://github.com/microsoft/Lens
whos gonna try it
>>
File: ComfyUI_00396_.jpg (1.34 MB, 3584x4608)
1.34 MB JPG
>>
File: Juggernaut_Z_V1_00031_.jpg (432 KB, 1344x1728)
432 KB JPG
>>108882076
>amateur photo of a beautiful pale-skinned Japanese goth girl, voluptuous and very busty, standing in a kitchen. She holds a large green cucumber in the foreground with a yellow measuring tape wrapped tightly around its girth multiple times. She looks at the camera with an embarrassed yet aroused expression: mouth open, tongue sticking out teasingly, one eyebrow raised. Soft kitchen lighting, blurry background, shallow depth of field, highly suggestive and erotic atmosphere
>>
>>108882056
sure, nothing too complicated, I'm using a custom Lora though, but you can still get good results (sometimes even better) without it.
https://files.catbox.moe/1lh03k.png
https://files.catbox.moe/lm886n.png
>>
>>108882071
?
>>
File: 1779465777873478.jpg (262 KB, 1605x874)
262 KB JPG
>>108881865
>>>>/r/realistic+parody
They deleted the entire board.
Reason foids
>>
File: Juggernaut_Z_V1_00024_.jpg (424 KB, 1248x1824)
424 KB JPG
>>108882159
wtf
>>
>>108882159
lol
I was running an advert on that board to nudify girls
how fucked am I?
>>
>>108882128
i like bitches in bikinis with guns. lanky slim figure also helps check a few boxes too. thanks anon. i would return the favor but i am on turbo autist overdrive. ive been up over 24h just gambling the ltx 2.3 prompts until it behaves the way i expect
>>
>>108882159
probably because it's a legal gray area that's likely to tip over into being completely illegal at least for nudity.
>>
>>108882154
Go be lonely somewhere else
For example in /s*g/, you can spam slop all day with the debo-esque nigbogurl
>>
>>108882159
Keep it in OP as a memorial and a warning to all foids of anons powers
>>
>>108882189
>making local models illegal
lol
>>
>>108882178
np, good luck with that. but get some sleep maybe. there's always tomorrow.
>>
>>108882205
Not what I said. Distributing images of celebrities or real people in the nude is the problem not the model itself unless it's literally geared towards CSAM and I'm pretty sure that's only for distribution of such a model.
>>
>>108882191
You sound hateful. I'm sorry but I'm new here and was just wondering why two threads, what caused this split?
>>
>>108882234
Fuck off fag, no one likes you
>>
>>108882231
>of such a model
What model
>>
File: debo_cm-m_anima1_00019_.png (3.57 MB, 1612x1792)
3.57 MB PNG
>>108882191
you're embarrassing yourself again
>>
>>108882251
I don't know nigga I'm not a pedo I just know what the law says about it at least in the united states.
>>
File: Juggernaut_Z_V1_00028_.jpg (493 KB, 1248x1824)
493 KB JPG
>>
>>108882159
anyone has the /r/ sticky pic saved?
>>
kill all debos
>>
File: my cpu-berg.jpg (53 KB, 500x500)
53 KB JPG
>>108882278
>>
>>108882278
for the archive?
>>
File: ComfyUI_temp_mcrju_00003_.png (3.34 MB, 1344x1632)
3.34 MB PNG
>>
File: 173425CUI_00001_.png (862 KB, 1248x1824)
862 KB PNG
>>
>>108882234
the namefag known as debo is the single reason for the whole situation
he provoked everyone around him until everyone left
he was then very smug about it "lol, you will all come back", fast forward and he spams slop with another unemployed garbage dumper in his containment general
hence why everyone moved to /ldg/, to get away from debo specifically
>>
>>108882287
poor cpu-tan
>>
File: verwirrt.jpg (22 KB, 374x358)
22 KB JPG
>>108881865
I got ComfyUI today. Does anybody know how to get regional prompting to work? Gemini tells me to draw Masks and shit. But I get vastly different results with every generation, no consistency, hardly following the prompts at all. Is there some kind of template I can just copy? I just want multiple anime girls on the same image. NovelAI did it perfectly but I don't wanna pay for that anymore
>>
>>108882159
Every day these ghouls take one more joy from my worthless and painful life.
God fucking damn it I am too much of a schizoid for telegram shit, or worse a trannycord channel, I need the fucking imageboard format.
Sole reason I am still in this dying tranny website and it just got a lot shittier.
I want to do extremely fiery but mostly peaceful things subhuman journo filth.
Fuck this gigafaggot.
>>
File: Juggernaut_Z_V1_00033_.jpg (461 KB, 1728x1344)
461 KB JPG
>>
>>108879454
>it's an autist who actually put together his own vibecoded DONUT steal script
It's not finished and nobody wants it. Why am I supposed to have shared it already
>>
>>108882341
laura kinney, 1girl, green eyes, eyelashes, long hair, black hair, small breasts , choker, stockings, full body, hands on stripper pole, stripper pose, black lace bra, black lace panties;
>>
>>108882373
You right. I could probably vibecode a better script.
>>
>>108882384
You should. Every baker should have his own collage script tuned to his own taste.
>>
>>108882262
tf are you talking about
>>
>>108882341
grim times arise
>>
File: Juggernaut_Z_V1_00037_.jpg (341 KB, 1344x1728)
341 KB JPG
>>
>>108882418
Your mother, retard.
>>
>>108882435
you lack a consistent concept I see.
>>
>>108882159
Why would they delete the entire board? Nudify threads will just reappear on /b/.
>>
File: Juggernaut_Z_V1_00040_.jpg (451 KB, 1344x1728)
451 KB JPG
>>
File: 175932CUI_00001_.png (1.26 MB, 1248x1824)
1.26 MB PNG
>>
>>108882454
who even are (((they))). I sometimes get the feeling we're posting on a CIA/Mossad server.
>>
>>
File: Juggernaut_Z_V1_00041_.jpg (516 KB, 1344x1728)
516 KB JPG
>>
>>108882451
tf are you talking about
>>
>>108882470
But then it would make sense leave the board running
>>
File: Juggernaut_Z_V1_00045_.jpg (422 KB, 1344x1728)
422 KB JPG
>>
File: 181328CUI_00001_.png (2.26 MB, 1248x1824)
2.26 MB PNG
>>
File: ComfyUI_00399_.jpg (1.21 MB, 3584x4608)
1.21 MB JPG
/r/ip
>>
Did some compiled pytorch stuff on wsl and it was *a lot* faster... To those of you who have done both are comfyUI gen times significantly faster on WSL? Should I make the switch?
>>
>>108882544
mostly same for me, it saves a very small amount of vram so sometimes if you are cutting it close it can help
>>
>>108882310
Seems like a very complicated situation. This general doesn't seem too bad, maybe little quiet or something.
>>
>>108882488
perhaps. and perhaps they enjoy ruining anon's day. just because they can.
>>
File: Juggernaut_Z_V1_00046_.jpg (426 KB, 1344x1728)
426 KB JPG
>>
>>108882485
(You)
>>
File: 06949-1213309416.png (987 KB, 896x1152)
987 KB PNG
>>
>>108882600
Looks like shit fag
>>
File: 1779129972053893.png (65 KB, 1066x259)
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>>108882563
no 4chan general can go a few months without schizo splitting over some retarded reason, always hold splitting threads in contempt. Jannies on other boards like /vg/ will kill splitters trying to start dupe generals but /g/ doesn't care
>>
>>
>>108882605
artist?
>>
File: 182807CUI_00001_.png (2.02 MB, 1248x1824)
2.02 MB PNG
>>
>>108882556
>>108882588
(You)
>>
holy shit it looks like there is a mentally ill faggot here
>>
Begone shartyfags
>>
>holy shit it looks like there is a mentally ill faggot here
>>
>>108882670
yeah me
I take 500 mg of SSRIs every night
>>
File: image.png (5 KB, 518x60)
5 KB PNG
enshittification is inevitable
>>
>>108882677
nah, I meant the other guy.
>>
>>108882670
>thinly veiled chud transphobia
>>
>>108882688
it's ok, you will adapt and overcome
>>
>>
are you still using SD 1.5 or something
>>
File: Juggernaut_Z_V1_00063_.jpg (379 KB, 1248x1824)
379 KB JPG
>>
>>108882786
still using 1.5 would be so based
>>
>nah, I meant the other guy.
>>
File: ComfyUI_temp_osiza_00028_.png (2.56 MB, 1920x1152)
2.56 MB PNG
>>108882802
Can't figure out why but zbase details are bad
>>
>>108882823
Error lies between keyboard and chair
>>
>>108882826
my pony figure in the cum jar?
>>
>>108882823
post your workflow so anon can help
>>
File: 1777139007041328.jpg (102 KB, 1920x1080)
102 KB JPG
>>108881715
>>108881613
>>108881517
>>108880305
we are blessed with so much sexo jebby
>>
>>108882660
>(You)
(You)



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