File: SDG_News_00032_.png (2.5 MB)

2.5 MB PNG

>mfw Resource news

02/27/2026

>WISER: Wider Search, Deeper Thinking, and Adaptive Fusion for Training-Free Zero-Shot Composed Image Retrieval
https://github.com/Physicsmile/WISER

>Aligning Few-Step Diffusion Models with Dense Reward Difference Learning
https://github.com/ZiyiZhang27/sdpo

>Huihui-Qwen3.5-27B-abliterated
https://huggingface.co/huihui-ai/Huihui-Qwen3.5-27B-abliterated

>ComfyUI Yedp Action Director
https://github.com/yedp123/ComfyUI-Yedp-Action-Director

>Nano Banana 2: Combining Pro capabilities with lightning-fast speed
https://blog.google/innovation-and-ai/technology/ai/nano-banana-2

>ComfyUI适配 FireRed-Image-Edit-1.0: general-purpose image editing
https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0-ComfyUI

02/26/2026

>Latent Library v1.0.2 Released (formerly AI Toolbox)
https://github.com/erroralex/latent-library/releases/tag/v1.1.0

>Accelerating Diffusion via Hybrid Data-Pipeline Parallelism Based on Conditional Guidance Scheduling
https://github.com/kaist-dmlab/Hybridiff

>GeoDiv: Framework For Measuring Geographical Diversity In Text-To-Image Models
https://abhipsabasu.github.io/geodiv

>MultiAnimate: Pose-Guided Image Animation Made Extensible
https://hyc001.github.io/MultiAnimate

>From Statics to Dynamics: Physics-Aware Image Editing with Latent Transition Priors
https://liangbingzhao.github.io/statics2dynamics

>Solaris: Building a Multiplayer Video World Model in Minecraft
https://solaris-wm.github.io

>Compose and Fuse: Revisiting the Foundational Bottlenecks in Multimodal Reasoning
https://github.com/DELTA-DoubleWise/OmniReason

02/25/2026

>Flux Klein 9b Virtual Try-On LoRA
https://huggingface.co/fal/flux-klein-9b-virtual-tryon-lora

>Wan 2.2 Video Reasoning Model
https://huggingface.co/Video-Reason/VBVR-Wan2.2
https://huggingface.co/Kijai/WanVideo_comfy/tree/main/LoRAs/VBVR

>gQIR: Generative Quanta Image Reconstruction
https://github.com/Aryan-Garg/gQIR

>mfw Research news

02/27/2026

>Guidance Matters: Rethinking the Evaluation Pitfall for Text-to-Image Generation
https://arxiv.org/abs/2602.22570

>Denoising as Path Planning: Training-Free Acceleration of Diffusion Models with DPCache
https://github.com/argsss/DPCache

>SPATIALALIGN: Aligning Dynamic Spatial Relationships in Video Generation
https://arxiv.org/abs/2602.22745

>SeeThrough3D: Occlusion Aware 3D Control in Text-to-Image Generation
https://seethrough3d.github.io

>DMAligner: Enhancing Image Alignment via Diffusion Model Based View Synthesis
https://arxiv.org/abs/2602.23022

>Uni-Animator: Towards Unified Visual Colorization
https://arxiv.org/abs/2602.23191

>Instruction-based Image Editing with Planning, Reasoning, and Generation
https://arxiv.org/abs/2602.22624

>Asymmetric Idiosyncrasies in Multimodal Models
https://muzi-tao.github.io/asymmetric-idiosyncrasies

>CLIP Is Shortsighted: Paying Attention Beyond the First Sentence
https://arxiv.org/abs/2602.22419

>No Caption, No Problem: Caption-Free Membership Inference via Model-Fitted Embeddings
https://arxiv.org/abs/2602.22689

>Decomposing Private Image Generation via Coarse-to-Fine Wavelet Modeling
https://arxiv.org/abs/2602.23262

>PhotoAgent: Agentic Photo Editing with Exploratory Visual Aesthetic Planning
https://arxiv.org/abs/2602.22809

>Entropy-Controlled Flow Matching
https://arxiv.org/abs/2602.22265

>LoR-LUT: Learning Compact 3D Lookup Tables via Low-Rank Residuals
https://arxiv.org/abs/2602.22607

>HulluEdit: Single-Pass Evidence-Consistent Subspace Editing for Mitigating Hallucinations in Large Vision-Language Models
https://arxiv.org/abs/2602.22727

>$φ$-DPO: Fairness Direct Preference Optimization Approach to Continual Learning in Large Multimodal Models
https://arxiv.org/abs/2602.22601

>Modality Collapse as Mismatched Decoding: Information-Theoretic Limits of Multimodal LLMs
https://arxiv.org/abs/2602.23136

>A Dataset is Worth 1 MB
https://arxiv.org/abs/2602.23358

>mfw YESTERDAY's Research news

02/26/2026

>SkyReels-V4: Multi-modal Video-Audio Generation, Inpainting and Editing model
https://arxiv.org/abs/2602.21818

>A Hidden Semantic Bottleneck in Conditional Embeddings of Diffusion Transformers
https://arxiv.org/abs/2602.21596

>CADC: Content Adaptive Diffusion-Based Generative Image Compression
https://arxiv.org/abs/2602.21591

>When LoRA Betrays: Backdooring Text-to-Image Models by Masquerading as Benign Adapters
https://arxiv.org/abs/2602.21977

>CoLoGen: Progressive Learning of Concept`-`Localization Duality for Unified Image Generation
https://arxiv.org/abs/2602.22150

>Lie Flow: Video Dynamic Fields Modeling and Predicting with Lie Algebra as Geometric Physics Principle
https://arxiv.org/abs/2602.21645

>Dual-Channel Attention Guidance for Training-Free Image Editing Control in Diffusion Transformers
https://arxiv.org/abs/2602.18022

>FlowFixer: Towards Detail-Preserving Subject-Driven Generation
https://arxiv.org/abs/2602.21402

>MMLoP: Multi-Modal Low-Rank Prompting for Efficient Vision-Language Adaptation
https://arxiv.org/abs/2602.21397

>StoryTailor:A Zero-Shot Pipeline for Action-Rich Multi-Subject Visual Narratives
https://arxiv.org/abs/2602.21273

>Off-The-Shelf Image-to-Image Models Are All You Need To Defeat Image Protection Schemes
https://arxiv.org/abs/2602.22197

>StoryMovie: A Dataset for Semantic Alignment of Visual Stories with Movie Scripts and Subtitles
https://arxiv.org/abs/2602.21829

>Dynamic Multimodal Activation Steering for Hallucination Mitigation in Large Vision-Language Models
https://arxiv.org/abs/2602.21704

>WildSVG: Towards Reliable SVG Generation Under Real-Word Conditions
https://arxiv.org/abs/2602.21416

>Synergizing Understanding and Generation with Interleaved Analyzing-Drafting Thinking
https://arxiv.org/abs/2602.21435

>CCCaption: Dual-Reward Reinforcement Learning for Complete and Correct Image Captioning
https://arxiv.org/abs/2602.21655

what sorcery is this?

File: 00000072-530990411866817-klein-9b-base-mt.jpg (1.7 MB)

1.7 MB JPG

>>108259413
debo being coy

File: deEA_zi_00002_.png (3.7 MB)

3.7 MB PNG

has the meta changed or are we still on zimg

File: etc-nbp-2026-02-28_00001_.jpg (2.4 MB)

2.4 MB JPG

>>108259655
slummin with nbp tonight cuz reasons.

File: deEA_zi_00003_.png (2.9 MB)

2.9 MB PNG

>>108259735
you're not on the nb2 train? I woulda figured thatd be up your alley

File: 00000073-27780355284923-klein-9b-base-mt.jpg (1.4 MB)

1.4 MB JPG

for me it's klein 9b

File: deEA_zi_00004_.png (3.4 MB)

3.4 MB PNG

>klein 9b
maybe I'll update comfyui
maybe I wont

File: decodreams-zit-2026-02-26_00042_.png (2.9 MB)

2.9 MB PNG

>>108259765
the what now? i've been drowning in techbros crying about anthropic being spanked by daddy trump

File: deEA_zi_00006_.png (3.5 MB)

3.5 MB PNG

>>108259903
post the news for the first time in a month and no one even reads it

>>108259386
>>Nano Banana 2: Combining Pro capabilities with lightning-fast speed
>https://blog.google/innovation-and-ai/technology/ai/nano-banana-2

File: file.png (55.3 KB)

55.3 KB PNG

>>108259915
well i'll be damned. well it's too late for my current project

File: 1772257930279_b62cd52e-b0a1-4929-89b6-6cb211ea148d.png (1.1 MB)

1.1 MB PNG

Currently rewatching spider-man (2002)

File: bearcat.png (3.5 MB)

3.5 MB PNG

bearcat!
funky little forest acrobat
https://suno.com/s/imEKrWMhIRgZtk2m
https://youtu.be/72yr9Nswbhk

File: deEA_zi_00007_.png (3.6 MB)

3.6 MB PNG

>>108260004
i bet pw had a ska phase
this is more funk than anything tho imo

File: 1772257975814_2b7e32b8-f122-44e8-88e5-8dc84b616166.png (1.1 MB)

1.1 MB PNG

Unprompted black suit, lmao.

File: decodreams-zit-2026-02-26_00078_.png (2.8 MB)

2.8 MB PNG

>>108260028
suno is as suno does

File: models-zit-2026-02-28_00002_.png (2.5 MB)

2.5 MB PNG

blame the mouse, it's basically his fault

File: deEA_zi_00010_.png (2.9 MB)

2.9 MB PNG

>>108260126
he doesn't gen
he's not a real person anymore

File: models-zit-2026-02-28_00007_.png (2.3 MB)

2.3 MB PNG

>>108260142
many such cases. sad!

File: 1772260498354_964806a7-7589-491b-95b9-1f4052b16a84.png (685.1 KB)

685.1 KB PNG

Asshole tickling

File: deEA_zi_00012_.png (3.1 MB)

3.1 MB PNG

>>108260216
spiderman's secret bankai

File: d2l7m65-46fb2e59-8abe-4e78-81a5-2f8b18c1c383.png (105.2 KB)

105.2 KB PNG

>>108259915
holy fuck is she chargin her lazors? good meem to start an old fashioned raid
>implying we'll ever see more of these

File: deEA_zi_00015_.png (3.2 MB)

3.2 MB PNG

>>108260251
back when memes were good

File: models-zit-2026-02-28_00038_.png (2.3 MB)

2.3 MB PNG

>>108260251
keep going lol

>>108260265
what, how?
>>108260263
>/b/ was never good
lies, it was all lies, it was good, fuck

File: models-zit-2026-02-28_00062_.png (2.4 MB)

2.4 MB PNG

>>108260345
what the hell do you mean how? make more of that! uh hello? earth to you! RIIIIING it's destiny, can i take a message?

so if I want to make a couple of character loras of real people for illustrious which lora creation guide would be best to follow? I have a rtx 4070, is that enough to do it locally?

File: models-zit-2026-02-28_00065_.png (2.2 MB)

2.2 MB PNG

>>108260405
i know next to nothing about this, but yes. my evidence is chromagirl doesn't have a 4070 and he does his thing

File: deEA_zi_00017_.png (3.3 MB)

3.3 MB PNG

>>108260405
4070 is good enough for most things
and illustrious is pretty light weight, being an sdxl based model
tldr: u good

File: 1633730318998.png (176.5 KB)

176.5 KB PNG

>>108260371
it's an old meem fren, shoop tha whoop or some shit like that, somewhat associated with LOIC raids and shit and general memery, just another dead meme, here's more for you, I don't think I have more

File: models-zit-2026-02-28_00081_.png (2.3 MB)

2.3 MB PNG

>>108260459
nice try satan

>>108260508
what?

File: models-zit-2026-02-28_00097_.png (2.5 MB)

2.5 MB PNG

>>108260526
i said "Nice try Satan"
like you don't know

File: file.png (33.1 KB)

33.1 KB PNG

the jannies have smiled upon me

File: models-zit-2026-02-28_00098_.png (2.4 MB)

2.4 MB PNG

what's your excuse?

File: deEA_zi_00018_.png (3.4 MB)

3.4 MB PNG

>>108260459
can memes ever be dead if they live forever in our hearts?

>>108260536
but why? I told you the truth
>>108260560
as much as I have love for them I have resentment for current state of 4chan

File: models-zit-2026-02-28_00103_.png (2.3 MB)

2.3 MB PNG

my name is now snow. i guess

>>108260418
>>108260433
that's good to know at least, are there any good walkthroughs than for making specifically illustrious loras?

File: deEA_zi_00019_.png (3.2 MB)

3.2 MB PNG

>>108260570
>I have resentment for current state of 4chan
why? you can never step in the same pond twice. doesn't mean you can't enjoy stepping in the pond every time
resentment isn't a reflection of the world you're in, its just a reverberation within you. that makes the solution easy: just shift your vibes
4chan sucks? then 4chan sucks. make your personal 4chan space better than suck, and you're above average

File: bearcat_alt.png (2 MB)

2 MB PNG

bearcat!
https://suno.com/s/imEKrWMhIRgZtk2m
https://youtu.be/72yr9Nswbhk

File: deEA_zi_00021_.png (3.4 MB)

3.4 MB PNG

>>108260612
>make your personal 4chan space better than suck, and you're above average
so true king

goddamn motherfucking shit

File: models-zit-2026-02-28_00148_.png (2.5 MB)

2.5 MB PNG

i dun wann it

File: models-zit-2026-02-28_00147_.png (2.4 MB)

2.4 MB PNG

fuck you jannies

it's only here too. the gods love us :)

File: Z-00137-early-2000s anime hybrid cel:digital look, bright saturated colors, Adorable quokka sleeping on comfy bed closed eyes laying down homely interior, clean digital gradients, crisp character silhouettes.png (904.7 KB)

904.7 KB PNG

Last one from me
Good night anons

File: models-zit-2026-02-28_00164_.png (2.3 MB)

2.3 MB PNG

>>108260826
gn!

File: deEA_zi_00030_.png (3.3 MB)

3.3 MB PNG

quokka doesnt even acknowledge my existence
isnt that kinda fucked up?

File: 00018-903390909.png (1.7 MB)

1.7 MB PNG

>come back to SD after 2 years
>see SD Web UI forked (again)
>need to reinstall
this is so tiresome. almost makes me want to switch to Comfy.

>>108260560
very cool series, I like this one in particular

i miss schizo anon

File: 000000_60444_.png (3.6 MB)

3.6 MB PNG

G'mornin Anons,
>>108259915
Did you go on a vaca? wtf lol
>Missed the news!

File: pixel_large.png (417.5 KB)

417.5 KB PNG

I am just testing Pixelization extension in Web UI. It's pretty damn good. Here is Pixelization (right) vs simple nearest-neighbor resize. All the sail lines are nicely defined and keep continuity much better.

File: 00008-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-02-28-092213.jpg (305.3 KB)

305.3 KB JPG

gm sdg anons

>gm

File: deEA_zi_00036_.png (3 MB)

3 MB PNG

>>108261646
>Did you go on a vaca?
yea, for a bit
>>Missed the news!
me too actually. I wanted to get back to reading all the latest headlines

>>108262260
>>108262314
gm

i'm a nigbophile

File: 00001-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-02-28-091417.jpg (307.7 KB)

307.7 KB JPG

Don't mind the missing leg.

File: deEA_zi_00041_.png (3.3 MB)

3.3 MB PNG

>>108262497
wb

File: 00000078-773869823790965-klein-9b-base-mt.jpg (1.1 MB)

1.1 MB JPG

>>108262497
are you happy now?
>>108262528
pls let /ldg/ die, it's been floundering for weeks now, dont give it new life

>>108262528
So will the very mysterious thread pusher anon, who left right when you left, also mysteriously return?

File: deEA_zi_00046_.png (3.7 MB)

3.7 MB PNG

>>108262594
ldg wont live or die by anything I do

>>108262608
if you mean baker anon, he seems to have quit last year. hes been gone a lot longer than me

>>108262697
So did you finally find a job or still unemployed?

File: deEA_zi_00049_.png (3.6 MB)

3.6 MB PNG

>>108262740
I've been gone for so long and you still don't have any new material. kind of embarrassing ngl

File: 00000079-980960151969404-klein-9b-base-mt.jpg (1.8 MB)

1.8 MB JPG

>>108262697
>ldg wont live or die by anything I do
i'd argue some of them live to hate you, they've been at each other's throats while you were gone, now you've given them a target

>>108262766
I take that as a no?

File: deEA_zi_00050_.png (3 MB)

3 MB PNG

>>108262784
they hallucinate their boogeymen behind every post, whether I'm around or not. thats between them and their schizo meds, doesn't involve me at all

File: Flux2-Klein_00138_.jpg (633.9 KB)

633.9 KB JPG

I don't know what to make.

File: deEA_zi_00051_.png (3.5 MB)

3.5 MB PNG

>>108262955
could always shop around civit for a new lora to play with

File: he clicked.jpg (8.2 KB)

8.2 KB JPG

im gonna fuckin do it
pray for me

File: 00074-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-02-28-120821.jpg (254.8 KB)

254.8 KB JPG

>>108262955
mushrooms always work.

>>108262984
I suffered when I did it, but now I'm always up to date. Worth it.

File: deCA_zib_00001_.jpg (1004.3 KB)

1004.3 KB JPG

uhhhh, idk about this workflow I downloaded

File: 00000083-799793274990057-klein-9b-base-mt.jpg (1.5 MB)

1.5 MB JPG

>>108263370
>when the acid kicks in

File: deCA_zib_00002_.png (3.6 MB)

3.6 MB PNG

500s for this
hmm

File: deCA_zib_00006_.png (2.3 MB)

2.3 MB PNG

something fucky with this workflow

can't wait to see the same prompt used for hundreds of posts again

File: 00077-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-02-28-121140.jpg (281.7 KB)

281.7 KB JPG

catch

File: deEA_zi_00057_.png (2.9 MB)

2.9 MB PNG

bet
>kirby vacuum noises

File: deEA_zi_00064_.png (3 MB)

3 MB PNG

its 85 degrees in february. this is all sam altmans fault

>>108264184
captures the vibe of the day

File: 00092-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-02-28-143146.jpg (248 KB)

248 KB JPG

>>108263875
nice cat

File: download - 2025-06-14T211920.910.jpg (141.3 KB)

141.3 KB JPG

Im fairly sure I am not having fun anymore going forward and need to go back to my old stuff again.

File: deEA_zi_00066_.png (3.3 MB)

3.3 MB PNG

>>108264390
never hurts to return to the classics. what hasn't been working for you with your new stuff?

File: 00000096-793692724201079-klein-9b-base-mt.jpg (1.8 MB)

1.8 MB JPG

>>108264390
it's good to be self aware

File: Z-00138-photo, [adorable quokka] as an amiibo figurine, inside packaging that reads %22[Quokka]%22 in large letters.png (1.1 MB)

1.1 MB PNG

Afternoon anons

File: models-zit-2026-02-28_00702_.png (2.4 MB)

2.4 MB PNG

hello

File: deEA_zi_00072_.png (3.1 MB)

3.1 MB PNG

>>108264577
hello

File: 1772313785080_d8964fed-e7c1-4f0a-b994-be81c690d455.png (1.2 MB)

1.2 MB PNG

Alison Pill (Kim Pine) experiments

File: models-nbp2-2026-02-28_00002_.png (1.6 MB)

1.6 MB PNG

>>108264700
well it's tough to say but the new nb seems pretty good. maybe a bit more creative. gotta throw some more complicated shit at it

File: deEA_zi_00073_.png (3.7 MB)

3.7 MB PNG

>>108264832
big endorsement from the numba wan banana stan. I'm hoping that they'll drop nb1 and move nbp into the free tier now that nb2 is out. I do all my bananaing exclusively for free

hi :)

File: deCA_zi_00001_.png (3.5 MB)

3.5 MB PNG

>>108265182
https://www.youtube.com/watch?v=jBupII3LH_Q

>>108265278
i love you koff

>>108265394
you are my sunshine

File: download - 2025-05-24T185907.495.jpg (216.9 KB)

216.9 KB JPG

>>108264417
Everything. I cant local due to bad rig so the site I use is getting worse and worse and even its chatbots are shit now. So I just find myself in the same tired loop of the same tired things. I used to make unique things and experiment and even fusion styles and themes (granted it was the same stuff everyone was doing but it was my versions you know?). Now I just make booba babe in battle and robots. Looking over my old stuff again (had to run errands earlier so couldnt reply) I see what I make now and what rut im in and the massive variety of things. I even was using random race generators and other things to do that dumb shit. now booba babe or battle robots.
>>108264419
I wish it didnt take so long for my brain to go wtf are you even doing with this rut repeat loop you arent even enjoying?

thank god this containment general exists

File: deCA_zi_00003_.png (2.6 MB)

2.6 MB PNG

>>108265780
I know the way you feel. the entire world is conspiring to make us miserable. and sometimes our own minds conspire to trap us in that misery.
I'd say its up to each of us to forge our own little bubbles of joy to live in for whatever fleeting moments we can afford. easier said that done of course, but always worth striving towards.

File: 00000106-815062308878326-klein-9b-base-mt.jpg (1.4 MB)

1.4 MB JPG

>>108265780
>this rut repeat loop you arent even enjoying
you've heard of the popular definition of insanity, yes?

best model for img2img? i want to goon to people i know

File: deCA_zi_00005_.png (2.5 MB)

2.5 MB PNG

>>108266774
qwen image edit is good but idk how well it does nsfw

>dweebo back
>trolling intensifies
3 days of Suno remaining
I'll try to make some bangers before I die but AI RNG do be a fickle mistress sometimes
https://suno.com/song/1448b906-8209-4c6f-ac4d-4d5e983f3d0f

File: deCA_zi_00008_.png (2.8 MB)

2.8 MB PNG

>>108267278
>>trolling intensifies
my trolling is fun and light hearted. everyone loves it
>3 days of Suno remaining
what are you planning to do with all your extra free time and money?

>>108267354
>extra free time
doomscroll yt forever, eat hot chip and charge my phone
>"extra" money
HAHAHAHAHHAHASDKFHAD

File: 00000116-1116255950730688-klein-9b-base-mt.jpg (1.5 MB)

1.5 MB JPG

>>108267385
>doomscroll yt forever
i just look at pretty japanese and redhead girls on twatter
i dont have the attention span for any other media

File: _1e5472eb-dc81-4e2d-ad9f-c61d84bc442b.jpg (154.3 KB)

154.3 KB JPG

>>108266194
Oh I am very aware. It's doing the same thing over and over expecting different results.
>>108266182
That's getting into the big meta and overall goal of misery and owning nothing and by many lording over it for fun. But yes I am doing what I can in life and things like cutting out modern slop games and going back to things is part of that. it just hit the ai section now. But eh I cant complain playing fallout 3 and skyrim and daggerfall and even loading up games like police quest I & II and other old games on systems I never played. I am learning there's tons of fun games to dink with in the 70s/80s/90s I did not get to enjoy. so adding a ton of that and going back to muh psx/ps2 and dreamcast era also. revisiting a ton of the past is waking me up to how rut my life is for many things.

File: 00000119-1015668570049421-klein-9b-base-mt.jpg (1.2 MB)

1.2 MB JPG

>>108267724
nice gen

File: _01c2577a-58d4-41e6-958e-dbda84307b9c.jpg (313.1 KB)

313.1 KB JPG

>>108267766
Thanks. I used to do tons with pixel and pixel styled stuff. even some other styles similar to pixel. havent in some time.

File: paper-zit-2026-03-01_00024_.png (1.7 MB)

1.7 MB PNG

time to die

>>108268244
>>108268244
>>108268244

File: _0aa204da-e260-4f72-a573-c047a523de47.jpg (196.6 KB)

196.6 KB JPG

>>108267919