Previous /sdg/ thread : >>105674977

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

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

>Early Preview UI
AniStudio: https://github.com/FizzleDorf/AniStudio

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

>HiDream
https://comfyanonymous.github.io/ComfyUI_examples/hidream
https://huggingface.co/city96/HiDream-I1-Full-gguf
https://huggingface.co/city96/HiDream-I1-Dev-gguf

>Text & image to video
https://comfyanonymous.github.io/ComfyUI_examples/wan
https://huggingface.co/city96/Wan2.1-T2V-14B-gguf
https://huggingface.co/city96/Wan2.1-I2V-14B-480P-gguf
https://huggingface.co/city96/Wan2.1-I2V-14B-720P-gguf

>Try online without registration
HiDream-I1: https://huggingface.co/spaces/HiDream-ai/HiDream-I1-Dev
Wan 2.1: https://huggingface.co/spaces/Wan-AI/Wan2.1
txt2img: https://www.mage.space

>Models, LoRAs & upscaling
https://civitai.com
https://huggingface.co
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

>mfw Resource news

06/23/2025

>OmniGen2: Unified Image Understanding and Generation
https://github.com/VectorSpaceLab/OmniGen2

>ComfyUI-OmniGen2
https://github.com/Yuan-ManX/ComfyUI-OmniGen2

>comfyui-image-manager
https://github.com/official-elinas/comfyui-image-manager

>Noise-Informed Diffusion-Generated Image Detection with Anomaly Attention
https://github.com/WeinanGuan/NASA-Swin

>DreamCube: 3D Panorama Generation via Multi-plane Synchronization
https://yukun-huang.github.io/DreamCube

>UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation
https://github.com/tliby/UniFork

>Watermarking Autoregressive Image Generation
https://github.com/facebookresearch/wmar

>Polyline Path Masked Attention for Vision Transformer
https://github.com/zhongchenzhao/PPMA

>The NO FAKES Act Has Changed – and It’s So Much Worse
https://www.eff.org/deeplinks/2025/06/no-fakes-act-has-changed-and-its-so-much-worse

>Olm Curve Editor - Interactive Curve-Based Color Adjustments for ComfyUI
https://github.com/o-l-l-i/ComfyUI-Olm-CurveEditor

>ComfyUI-VideoUpscale_WithModel
https://github.com/ShmuelRonen/ComfyUI-VideoUpscale_WithModel

06/22/2025

>FluxZayn: FLUX LayerDiffuse Extension for Stable Diffusion WebUI Forge
https://github.com/DrUmranAli/FluxZayn

>Endless Nodes V1.0 out with multiple prompt batching capability in ComfyUI
https://github.com/tusharbhutt/Endless-Nodes

06/21/2025

>Spline Path Control v2
https://github.com/WhatDreamsCost/Spline-Path-Control/releases/tag/v2.0

>ComfyUI-SeedVR2_VideoUpscaler
https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler

>Superior Sampling With Res4lyf: The Power Of Bongmath
https://github.com/ClownsharkBatwing/RES4LYF

>CRT-Nodes: Collection of custom nodes for ComfyUI
https://github.com/PGCRT/CRT-Nodes

06/20/2025

>UltraWan LoRA — ComfyUI Conversion
https://huggingface.co/Alissonerdx/UltraWanComfy

06/19/2025

>ComfyUI GlitchNodes
https://github.com/pxl-pshr/GlitchNodes

>mfw Research news

06/23/2025

>Reversing Flow for Image Restoration
https://arxiv.org/abs/2506.16961

>Visual-Instructed Degradation Diffusion for All-in-One Image Restoration
https://arxiv.org/abs/2506.16960

>PQCAD-DM: Progressive Quantization and Calibration-Assisted Distillation for Extremely Efficient Diffusion Model
https://arxiv.org/abs/2506.16776

>Emergent Temporal Correspondences from Video Diffusion Transformers
https://arxiv.org/abs/2506.17220

>Hunyuan-GameCraft: High-dynamic Interactive Game Video Generation with Hybrid History Condition
https://hunyuan-gamecraft.github.io

>Controllable and Expressive One-Shot Video Head Swapping
https://humanaigc.github.io/SwapAnyHead

>Beyond Blur: A Fluid Perspective on Generative Diffusion Models
https://arxiv.org/abs/2506.16827

>FOCUS: Unified Vision-Language Modeling for Interactive Editing Driven by Referential Segmentation
https://arxiv.org/abs/2506.16806

>Hunyuan3D 2.5: Towards High-Fidelity 3D Assets Generation with Ultimate Details
https://arxiv.org/abs/2506.16504

>Fast Training-free Perceptual Image Compression
https://arxiv.org/abs/2506.16102

>DiffO: Single-step Diffusion for Image Compression at Ultra-Low Bitrates
https://github.com/Freemasti/DiffO

>Co-Speech Gesture and Facial Expression Generation for Non-Photorealistic 3D Characters
https://arxiv.org/abs/2506.16159

>FastInit: Fast Noise Initialization for Temporally Consistent Video Generation
https://arxiv.org/abs/2506.16119

>AutoV: Learning to Retrieve Visual Prompt for Large Vision-Language Models
https://arxiv.org/abs/2506.16112

>PR-DETR: Injecting Position and Relation Prior for Dense Video Captioning
https://arxiv.org/abs/2506.16082

>PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models
https://a-suozhang.xyz/paroattn.github.io

>How to Train your Text-to-Image Model: Evaluating Design Choices for Synthetic Training Captions
https://arxiv.org/abs/2506.16679

>>105686998
>Why not take a break if that's makin' ya grumpy
its not really sdg. just way too many small annoyances stacking up lately
>Btw that thing you recommended last tim made things hella faster!!
thats cool. I think the meta is self forcing + magcache + NAG (whatever that is). you lose quality but it goes like 2/3rds faster

rn I'm testing out chroma v39 w/ gens of pw's food truck

>>105686998
You're alive! Yay. How's life friend? So guess what? I did a silly in regards to my ai stuff. I went on the public domain heroes site and grabbed some people to add to my ai stuff.

And boy did I grab some special unique characters from the public domain I had no idea were public domain. very awesome.

>>105687062
>I'm testing out chroma v39 w/ gens of pw's food truck
how's it comparing and what is she serving?

>>105687062
Aww i'm sorry! I'm sure things will look up soon tho!!
Ohhh a new one came out? I should try that too!
LOOL I love it!! Bringing the dream alive hahaha
>>105687064
Heyyy yeah barely hahaha jk! Life is great! I'm making a song right now to put into suno! I'm making way more of an effort tho so it'll take a while! I kinda broke my bass for now tho so it'll likely be all keyboard, maaaaaybe guitar
I'm gonna do some weird stuff for percussion too, like rice in a water bottle for some shooka shooka sound LOOL
Ohhh nice! Sounds fun!! What kind of characters?

>>105687207
>how's it comparing
seems alright. not a huge breakthrough or anything. seems to make the same mistakes as previous. I maybe dont have the best eye for minor improvements though
>what is she serving?
I couldn't decide so I just put "__nationality_wildcard__ food"
heres some kebab or something. looks good actually

>>105687227
>Ohhh a new one came out?
theres a new one every 4 or so days. the trainer says he's aiming for 50 epochs so we're closing in on the final release in about a month

>>105687227
Oh awesome. I hope you link the song here once it's done so all can enjoy it. Sound fun I hope you're enjoying yourself. And your bass broke? how did that happen?
And as for characters I grabbed 3 special ones to add to my roster to work with in my new stories. there's more I grabbed but this is some of them. lol I just wanted a simple little 4 man ai setup and well... its grown a bit along with a few OC I made for it also. Haha I even been dabbling with the soldiers/grunts for hamsters setup (pic related).


https://pdsh.fandom.com/wiki/Jor-L
https://pdsh.fandom.com/wiki/Lora
https://pdsh.fandom.com/wiki/Superman_(Fleischer)
https://pdsh.fandom.com/wiki/Britannia
https://pdsh.fandom.com/wiki/Hibernia
https://pdsh.fandom.com/wiki/Fatman_the_Human_Flying_Saucer

>>105687286
>dont have the best eye for minor improvements though
neither do i lol sounds cool tho

>heres some kebab or something. looks good actually
ya def looks delicious loving the rando animals inside the truck

>>105687227
>do some weird stuff for percussion too, like rice in a water bottle for some shooka shooka
lol ngl spoons are fun too

>>105683068

>>105687286
Oh wow cool! Hahaha that looks tasty!
The camel is the real chef there LOL
>>105687393
I absolutely will! :D
I got the rice in the jar and recorded hahaha! It was actually way harder than I thought! My wrist was starting to give out a little bit loool
Oh wow lots of stuff! Really nice!
Omg that's such a cute gen hahaha!
>>105687409
Thanks so much!! I thought it'd be pretty fun!
LOL I was thinking of a spoon on glasses that are filled with different amounts of water! I might try that next!!
That's a really cool anim!! :D

>>105687468
kek

>>105687655
Ha yeah. I had NO idea superman was public domain to use freely. And his parents? like shit lemme just make my own new version of superman and his parents since I can legally. And those other 3 are just bonus. I have even more Public Domain characters I added to my Ai roster to work with. topkek I swear this is going to blow up and turn into something huge. For now its more im just making art and getting things in order and making notes of things and prompts.

like here's one maybe version of the public domain superman. another thing is I want to try to keep it 1940s themed in visual a bit of I can. but some of that older vintage art style stuff can be tricky to get it to show modern things or crazy scenes or armor or magic especially the 1940s photo style.

and ive only done a few gens of supermans parents Jor-l and Lora but she's a redhair now for the public domain version of her.

>>105687655
Also to add good please link the song when you can. and wait how did you break the bass guitar? whut about rice? and thanks on the gen compliment.


and my version of supermans parents Jor-l and lora so far. all just me playing around with this stuff motly at the moment.

>>105687655
>I was thinking of a spoon on glasses that are filled with different amounts of water! I might try that next!!
sounds fun, sent me down a rabbit hole for household percussion item vids. i think the whisk was my fav.
cute gens and looking forward to the song.

>>105687805
Oh wow I had no idea too!! I thought it was like DC or something that owned that hahaha
That looks cool! Like a fantasy world style or something haha
>>105687812
Oh right! I snapped off one of the tuners LOOL
Not a huge deal really! I have a friend fixing it right now :]
I bought some new tuners and strings so I should have it again soon!
Oh! I put rice in a little bottle and shook it for percussion!! It sounds really cool!! I hope I was on time enough hahaha I don't really do "drummer" stuff but I would loooooove a drum set!!
>>105687899
I didn't use any vids or anything, I just thought it would be a cool idea! You can use literally anything tho!
I have the song likeeee 65% done! The first half is pretty good just gotta do the second! It's kind of an A and B thing! A whisk might be fun!! I gotta try that!
Thanks so much!! Yours are so cool! Like little miniatures!!

>>105687926
yeah I was browsing the public domain site and was going through the stuff and saw the superman animations listed from the 1940s and went wait a tic whut? and loaded it up and read it and learned yup I can legally use that superman and just gotta change a few things like his name and stuff. And bonus on his parents also being public domain by a fluke since that means I have access to them and kryptonians. IF I do get a bit more into this ai stuff ive been doing (short stories with chatbots and vague connections to eachother and a few group chat tests) it's interesting to know I have access to superman and his parents. but to be fair popeye and all his characters are public domain as is the early versions of mickey mouse as steamboat willie.

there's thousands of public domain characters free to just use. so thats why ive upgraded my ai thing and its going from 4 total to more total.
Im having fun with setting things up and making notes and all that. the chatbots so far have been fun and its had me updating their chatbot profiles with notes and stuff to further fine tune them. the perchance chatbots tend to get the uniforms of these old public domain wrong due to a lack of information in the datasets. so someone from 1942 might have a typical patriotic super styped outfit when their actual character wore a robe in red and used magic to fly. its a bit silly.


oh man fix your bass man. and wait you'er making music with jars and rice? thats awesome.

>>105687983
>>105687926
and to add DC comics does own the rights to superman. they just dont own the rights to the superman animations from the 1940s and those are public domain so THAT specific version of superman is public domain but the other versions are not.

>>105686801 (OP)
>research news is back
thank you based news anon. i unironically check in daily for this

>>105687983
That's cool that you're able to use that! :D
Sounds like it'll be really interesting considering you already had your heroine in mind! That just adds on to it!
LOL I know, i'll get it back next week!! Yeah!! I used a jar of rice for a little shooka shooka sound and the top as a kind of snare and then a glass for a uhhhh different thing haha
>>105688000
Checked!!
Ohhh gotcha!!

Nobody likes my gens

>>105688359
yup im talking to chatgpt right now to go over the legality of it with the superman stuff and to find out what I can and CANT do. same with his parents and kypton and kyptonians. I get its public domain but with those things also being registered legally to DC comics (the public domain are very specific to details) I want to be sure I dont make an oopsie poopsie and have to explain in court I was just having fun with characters I thought I could use and all thast to dc comics. not saying it would since im not really doing much or haave much public planned but you get the idea. so once I know what I can do with those things i'll move forward. And besides I have thousands of public domain to grab that arent tied to anything and are legit free to use. and thats not even getting into all my OC I could flesh out if I wanted to grab a character or 2. im not talking huge plans or anything just hey if I move this from 4 up to 10 people I have options.

woo good you better play that bass once you get it back. sadly I never had talent for guitar and im left handed so....
and woo im gonna make a rice jar now to make music with. so simple yet sounds fun. and at 2am that might be a fun break from a project.


>>105688448
oh quit fishing for compliments silly, that gen is beautiful and I saved it.

>>105688448
Take any image general thread, regardless of it's AI or not, and look at how many images in a given thread go unreplied to. That's just 4chan in general. If the only reason you post images is to look for a dopamine hit then this site isn't for you.

>>105688448
needs more rocketgirls :3

>>105687589

>>105687409
Nice gen, it's fun to watch them move around.
>>105686642
I'm enjoying your chiptune song, and I look forward to your new one.

>>105688448
I like your gens, anon!
Especially this one! >>105687589
I was just super caught up in music stuff hahaha
>>105688482
Isn't it fine as long as you aren't selling stuff? Idk anything about that desu hahaha
I totally will! I love playing bass haha
It's been a fun challenge though doing just keys cause that's not my main thing! I know a lefty whose super good at it! It's all just about practice :]
Omg I wanna hear your rice jar project LOL I'm almost done with mine! I have an unused slot for soooomething else, but i'm gonna see what I can get with what I have now!
>>105689043
Omg thank you!! It's so great to see you again :D
I love your anim!! It's way easier to see the movement in this one! I really like the orb :D
I hope you're doing well!!! My song should be ready soon!!

>>105688000
nice... and checked

gm

gm
>>105689069
gm

>>105689061
I guess with some public domain you can sell them as I found out a few from the 1940s were in comics years ago in updated versions with new looks and stuff but them. so that sold and still does so that's more stuff to talk with chatgpt about and grok maybe and chloe on perchance. I'm not saying this is some sell comics or media plan just more a well if it DOES get to that point for some reason or due to advancements in ai I want to know my options legally. Because just the year 1940 alone haas a pile of public domain characters to use as does 1941 and 1942. And quite a few patriot styled ones due to world war 2. There's some pretty unique stuff back in the day also. Even digging around in the 1800s and early 1900s before comics became a thing around 1938 there was some stuff that stood out. I actually got super serious into making perchance chatbots and have characters in chatbot form from many centuries back and other unique things like the spirit of britain and a 1920s report female and other stuff. And than once you get into the 1938-1949 range its got thousands of comics and other stuff. There's even video games and movies and shows and animations buried on there if you dig around deep enough on the site. I dont have any plans persay but having put a bunch into chatbot form and more planned as I find those of interest I might find myself looking at that public domain and the chatbot stories and going hmm you know...

Well keep at the guitar as it's a kickass instrument. I CAN play piano though not very good and very out of practice. fun times at 3am sometimes though.
and yup im going to put a jar and some rice in it and make music. and have a 2nd jar with the lid as a drum and thus i'll rice and drug at 2am for a project break. good times ahead.

>>105689069
Gm also anon

Tried to reproduce above gladiator.

added anifriend

>>105689213
very nice

>>105689227
ty
the chain was supposed to be attached to the lion but looks like he broke free. kek.

Looks like you've got the face and skin tone mastered. Nice job. Too bad chroma has trouble with fingers.

>>105689247
ah i thought she broke free from the rock and that's why she was cheering lol
> Too bad chroma has trouble with fingers.h
word is lodestone is waiting til after chroma's done to do some specifc training for "minor" details

>me summoning the chromagirl

>>105689069
>>105689082
Good morning!! :]
>>105689141
Ohhhh gotcha! I had no idea hahaha
Totally! You never know how far it might go!!
That's a lot of digging hahaha! Sounds like you've found hella stuff you can use

I will! Guitar is fun, but I really like the bass most! I really love the sound! Piano is so fun! I have one in my living room, but I gotta get it tuned haha! I'm just using an electric keyboard atm
Omg I wanna hear what you come up with LOL it was so fun for me!! I wish I had like a big coffee bin to use as a sort of "bass drum" but I don't unfortunately!
I kinda finished my song and have it uploaded, but I wanna get a cool suno version before posting! I've been up for a while so idk if I can come up with lyrics this late, but i'm thinking an instrumental will be ok :]

>>105689328
hello pw anon, you keep odd hours

>>105689356
Heyyy Flux girl anon!!
LOOL yeah i'm all over the place lately!
I have a 3 day weekend though so i'm super happy!! I did 2 doubles last weekend ughh but i'm glad it's over! How have you been? :]

i miss schizo anon

G'mornin Anons, have a great day!

>>105689328
Ha yup so for now I have my core Hamster and now im just making more as I go. thought I debated having my chatbot version as ai art in scenes. I'll sort it out later. For now I got my setup and im making soldiers and units and stuff just for a laugh in art form and also looking into some of these public domain to put in this little chatbot story group. I also decided since I want to potentially in theory sell it someday (in case it DOES go that route) I wont be using supergirl and some of the others since they would have to get replaced and so just skip that in advance. Hence why it's back to just Hamster now since the others had to be put into not allowed section. Oh well I got tons of options and can easily get it to 4 or up to 10 (where it might end up with a few public domain im looking at and a couple of my own OC.

yeh I love playing piano at 2-3 am. just me and some poorly played tunes. good times honestly.
ha well I dont know if i'll record my rice jar and drum jar to upload and was going to have it more as a thing here to enjoy. i'll think about uploading a horrible 10 second sound clip sometime haha.
and woo suno. I gotta get back on there again at some point.
>>105689155
>>105689213
very awesome anon. saved.

>>105689389
i had last week off so that was nice

>>105689447
gm

Which model/service is currently best for transforming existing images? Eg changing clothes, hair, features

>>105689262
>waiting til after chroma's done
Interesting. Is there an eta?

>>105689463
>very awesome anon
ty anon

>>105689550
v40 is in a day or two, and v50 is supposed to be the last
but he keeps "experimenting" on side projects so who knows

>>105689447
Good morning, anon!! You as well!!
>>105689463
That sounds like a good idea :]
Might as well keep a lot of original stuff just in case it goes that way haha!
Yeah that makes sense not to use her, but you could make your own kind of version!
Yeah piano is super fun!! Playing anything late is hella fun too cause it's so quiet!
Aww that's ok if you don't upload it hahaha! I had hella fun just doing it!! If You do tho I totallyt wanna hear it!! Suno is super fun!
>>105689468
Oh nice!!! That sounds great hahaha hella lucky!

I'm over trying to make lyrics to this song LOL maybe tomorrow
Here's the original tho
https://suno.com/s/1CqQM81v96x9qy8r
And here's some variations haha
https://suno.com/s/UaQq5i0X73tu1bON
https://suno.com/s/gxRAusVbYxPjIBoB
This one isn't what I expected but I like it haha
https://suno.com/s/untte0NIjD5mn9hn
I was trying to do some egyptian stuff hahaha but I gotta work on the suno part

>>105689597
Would be nice see release notes or something to show what the improvements are going to bring.

>>105690054
i do believe he's winging it
we're just lucky he sorta kinda knows what he's doing lol

cosplay goes in the prompt

The lobster is a little off

>>105689877
oh nice dubs with that 77.
Indeed on keeping things. And yup in case it does go that route. I could easily make a supergirl inspired female and I probably will as I have a few OC based on her quite strongly I could adjust. And honestly there's a few public domain woman I could use that are similar to supergirl/superman. So I have options with that also.
I agree on playing things late. I live alone so a 2-3 am piano session is not out of the question as the only people it would bug are the spirits passing by and so far none of them have complained haha.
i'll keep the jar beats upload in mind. And yeh suno is great and it keeps adding genres it supports. it seems to support phonk better now which is great.

>>105688499
Good morning its going to be 100 degrees today and I'm not here for it

>>105690203
Yeah haha why bother with the hassle of it later!
I'm still super envious that you're out somewhere away from people! Luckily the house next to me is vacant so I can play music all night too hahaha!
Yeah suno has gotten really good lately!! Especially with 4.5!
>>105690257
Good morning, anon!!! It's so great to see you again :]
Jeez 100 doesn't sound fun at all hahaha
I think we're getting pretty close to that here, but luckily I don't have anywhere to be! I hope you have a great day regardless tho haha

>>105690345
Heeey good to see you're still up. How are you?

>>105690345
Indeed, as much as I want supergirl as one of the characters she is legally a DC creation and not public domain. but that's fine I like the chance to use OC or let some PDSH (public domain super hero) female similar or better than supergirl shine. Plus honestly I have no idea where it's going to go. What I can offically say is Hamster is in it. it's going to be a bit of ai story around various things like a business idea and some adventure and whatever else the world throws at me. Who else is involved is still unknown but tons on the table at he moment and also what kind of tech and stuff i'll bring in and magic and stuff. is it just some friends doing a small story or is this some bigger thing that requires robots and soldiers and stuff. So i'm taking it a step at a time. right now its find a 2nd to add into this and set up what the plot and overall goal and stuff is and how big or small I want this plot. plus of course chatbot tests and other fine tune adjustments.


I love living away from people. I can go stand in the middle of my yard at 2am and play on my phone and nobody will see me but some deer and spirits passing by. its cozy.
suno is great and I am glad the updates show they are being serious about it.

oldschool prompts

tuesday

Has any research or work gone into making characters and backgrounds more consistent across separate img gens?
Are the only solutions training a lora, reference only controlnet, and inpainting like a manual painter to fix inconsistencies?
Something as simple as a comic with the same character across multiple panels and pages easily exposes even the "best" models as "slop".
The image sets I've seen that are consistent are all the most normie popular characters and lack distinct details so are consistent because there are no finer details to be inconsistent on.
Above mentioned current solutions that I know of all kinda fail when it comes to detailed characters too.

With the advent of image generation and multi-frame consistency, do we still not have something for image gen that takes in one reference image and consistently generates the same character in different poses or same background with different characters?
In theory, should be similar to img2vid.
Some examples of this inconsistency are like a guy in a suit, sure I can prompt for a blue tie every time, but upon closer inspection, one image will have a tie clip and the next won't. One image will have 2 buttons next will have 3 buttons. Small stuff like this that immediately shows it's generated and not drawn by a human who would take into consideration these simple details.

>>105690920
yes, theres been a lot of research into consistent generation but I've yet to see any of it distilled into something usable. I can link you a bunch of the research papers if you care

>>105690961
yeah do share
curious as to why the existing research haven't been applied in anything usable
mediocre results or rights issues or just academia to real world application barrier?

>>105691019
heres a bunch of more recent stuff around the topics of subject consistency and story generation

>Consistent Story Generation with Asymmetry Zigzag Sampling
https://arxiv.org/abs/2506.09612

>ConsiStyle: Style Diversity in Training-Free Consistent T2I Generation
https://arxiv.org/abs/2505.20626

>STORYANCHORS: Generating Consistent Multi-Scene Story Frames for Long-Form Narratives
https://arxiv.org/abs/2505.08350

>Object Isolated Attention for Consistent Story Visualization
https://arxiv.org/abs/2503.23353

>Consistent Subject Generation via Contrastive Instantiated Concepts
https://contrastive-concept-instantiation.github.io

>VinaBench: Benchmark for Faithful and Consistent Visual Narratives
https://arxiv.org/abs/2503.20871

>ContextualStory: Consistent Visual Storytelling with Spatially-Enhanced and Storyline Context
https://arxiv.org/abs/2407.09774

>DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation
https://jianzongwu.github.io/projects/diffsensei

>ViSTA: Visual Storytelling using Multi-modal Adapters for Text-to-Image Diffusion Models
https://arxiv.org/abs/2506.12198

>AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation
https://arxiv.org/abs/2506.10540

>ViStoryBench: Comprehensive Benchmark Suite for Story Visualization
https://vistorybench.github.io

>Storybooth: Training-free Multi-Subject Consistency for Improved Visual Storytelling
https://arxiv.org/abs/2504.05800

>VisAgent: Narrative-Preserving Story Visualization Framework
https://arxiv.org/abs/2503.02399

>One-Prompt-One-Story: Free-Lunch Consistent Text-to-Image Generation Using a Single Prompt
https://github.com/byliutao/1Prompt1Story

>>105691116
thanks for the research doomp anon
so there's no one method to rule them all, nor have any of these research pieces made it to public sphere
guess no one is degen and rich enough to train some kinda consistency model with every doujin on sadpanda

>>105691204
idk about the model side of it, but I think there's probably a huge opportunity for story-centric genAI software. seems like all the building blocks are there, there's just no UI to bring it into a usable experience

>>105691353
there are a bunch of these comixgen and mangagen pure UI projects
they just make paneling easier and that attached to a panel-shaped mask for img gen on a standard sdxl model, and some surface level premade speech bubble shapes
also lots of these img gen plugins for photoshop software or ps spoofs with img gen built in

there hasn't been anything very successful, both content creator, platform, and tool-wise simply because the consistency issue hasn't been solved well enough yet

quick look over above papers also shows "vastly better than past solutions" is still wings on fairy in one pic, no wings in the next, clouds on rainbow in one pic no clouds in the next
consistency doesn't have to be 100% solid consistency, but at least make the gacha lottery good enough that I can roll the same consistent character in a reasonable amount of time, i.e. less than the amount time and effort it would take me to manually inpaint and ps fix the consistency errors

>>105691116
ty

Cracks me up how accurate she gens.

>>105688448
i was brain dead last night but i liked the OP pic and that one.

>>105687926
>I didn't use any vids or anything, I just thought it would be a cool idea! You can use literally anything tho!
oh yeah i just like seeing the creativity of other people. for me a lot of times it helps come up with ideas that you can riff off of especially with gen ideas.

>>105689043
>Nice gen, it's fun to watch them move around.
love yours too and yeah too bad majority of the times it doesn't follow what i want them to be doing lol.

>>105688000
>>105689155
>>105689550
nice that's a cool idea for a gen.

Morning anons

>gm

>>105692594
gm

>>105690361
Hahaha barely! I'm doing great! Just working on music haha
How are you?
>>105690672
That sounds so nice to be away from everyone hahaha! Idk about spirits tho LOL sounds kinda spooky
>>105690961
Good morning, Debo! :]
I hope you've slept well!
I love these gens hahaha
>>105691988
Ohhh! I've been thinking of doing silly stuff like that since I got my looper hahaha!
>>105692594
Good morning, Quokkanon!!

>>105692594
gm

>>105689877
>https://suno.com/s/untte0NIjD5mn9hn
yeah that one was sick, makes me want to play with suno. curious how it'd do with bulgarian folk.

>>105692745
gm. about to step out for lunch (no food trucks around, sadly). whats on the aGENda for today, heh heh heh
>I hope you've slept well!
thanks. I didn't
>I love these gens hahaha
I'm glad. idk if you noticed but theres always an animal helper someone in the scene too. probably not good for sanitation but thats the beauty of food trucks: inspectors can never catch up

>>105692745
ha yeah I dont know if spirits are passing by I just say that. But yes its very cozy. even now I have my windows open and my doors open (with screens) and nobody will just walk in. I do admit though I really would like a fence around my yard. just added cozy and ive always wanted a fenced in year to enjoy.

Really like how this one turned out.
Now I can go back to prompting weird fetish shit.

>>105693346
looks great

>>105692745
>Ohhh! I've been thinking of doing silly stuff like that since I got my looper hahaha!
sounds fun, what all have you tried so far?

>>105693331
>>105692758
kinda miss that aesthetic

>>105693346
nice, like the eyes

>>105693645
she cute

>>105693645
time comes for us all
but especially her

Ask your doctor if petting a baby horse is right for you.

Favorite picture I managed to gen all weekend. I love anklets.

>>105694404
very cool

are we winning? yeah we're winning

too hard to get a kino war one

>>105694563
cute, love the frogs

>>105694794
nice

>>105695014
>Winged Hussars
Nice

>>105695014
frogs and lizards everywhere

>>105692753
Omg I'm so glad you like it!!! I really liked the style too!
You should!! Suno is super fun! Hmmm I should give that a try soon haha
>>105692785
Ohhh nice! I just kinda listened to music and now i'm super out of it LOOOL
I'm gonna do the same, ordering food and likely gonna knock out! I've been up all night haha
>>105692884
LOL Yeah I know haha
Oh niceeee!! I get a little funny about walking around sometines cause my curtains are slightly ajar sometimes hahaha! Kinda sucks when I don't wanna be seen
That sound super nice! I've always wanted to grow a garden in my backyard but I haven't quite gotten to it yet hahaha
>>105693700
Thanks hahaha!
Honestly most of my stuff has been pretty normal! Guitar, bass and keys stuff! My bass broke recently so i'm doing mostly keys now and the weird stuff on top today! The percussion in the song I posted earlier was all improvised!

I should probably leave soon, just waiting for food tho haha

>>105695207
yu dont sleep on days off do you

>>105695217
I try to rest on days off LOOL but tomorrow is my birthday so it's been a long weekend hahaha!

>>105695217
no, i never sleep
sleep is the cousin of death
>>105687655
so cute, CUTE!
>>105694794
people were going to break the "law" regardless of the win though
its not a battle anyone can win ;3

>>105695204
Nice detail on the scales.
>>105695204
Sup PW. >>105695398
>>105695408
Nice.

>>105695398
nice, happy b-day
i always take a week off for my b-day lol
>>105695408
i sleep as much and as often as i can, which is not often and not much, usualy 6hrs or less
>>105695419
v39 really gets smaller details on some textures

>>105695408
Rocketgirl anon!! <3
Hello! Thanks so much!! I love your anim! :D
>>105695419
Heyyy How are you doing, zero :]
>>105695428
Thanks so much!!
I wish I could but things couldn't run if I did hahaha but 3 days is good enough for me!

>>105695444
Checked, not bad, gens reflect current global turmoil.. Need a vaca...

>>105695398
>tomorrow is my birthday
Congratulations on surviving another year.

>>105695398
<333

>>105695444
<3 my favorite purple witch
>>105695428
do you remember your dreams?
can you become aware while in the dream-state?
can you fly?
>>105695419
<333

Neeeeeeeeeerrrrrrrrddddddddssssssssssssss
(The postman damaged my 5090 edition)

>>105695455
>>105695398
gemini season is over & my recent birthday just passed too <3
lets party ;3

>>105695496
>he didn't purchase transit insurance

>>105695507
It came with it automatically (ausfag here, PCCG purchase)
Been on the phone for the last 45 minutes

>>105695498
Here you go.

>>105695451
Thanks haha!
The world pretty wild now it seems huh hahaha
>>105695455
Fran!!! Omg Hello!!
It's so great to see you :]
Thanks so much! I barely made it hahaha!
>>105695459
<333
>>105695489
<3 My favorite team rocket member hahaha!
>>105695498
Happy belated!! :D
Hmmm I might stay up LOOL but i've kinda been up for 2 days so far hahaha!!
Cheers!

>>105695428
Notice it on the snake skin and butterfly, small details, nice.
>>105695489
>do you remember your dreams?
NTA,,No, this is the dream.
>can you become aware while in the dream-state?
>can you fly?
Yes.
>>105695532
crazy

>>105695514
if it's eparcel and there is actually is transit cover, just tell the sender to raise an enquiry. You might still need to visit a post office for a damage assessment.

>>105695532
>I barely made it
That sounds concerning. I'm glad to see you're still trucking along.

>get in the portal, chromagirl!
>i dont wanna

>>105695489
>do you remember your dreams?
most days i do
>can you become aware while in the dream-state?
always
>can you fly?
i dont enjoy it

>>105695703
Very cool

>>105695546
>this is the dream
i want to believe

Tattoo idea.
>>105695712
I'll dream of doughnuts tonight.

anyways happy birfdays<3
byee

>>105695703
i always loved megaman as a kid
never got into the gba titles though

>>105695207
Ha yeah my goal is to get that fence in the next year or two if possible. gotta save up a bit. man you should put in a garden. I want one but only after I have my fence in.
>>105695398
Happy Birthday friend.

>>105695814
Nice thinggy and the baby thinggies.

i dont think face detailer is working right

>>105695854
prompt said this
https://memory-alpha.fandom.com/wiki/Tholian
chroma decided otherwise

>>105695914
ouch. It's a bit of a hit and miss I found.

>>105695398
happy birthday. doing anything special to celebrate?

>>105695496
RIP
bad?

>>105695788
there was an anon a while ago who genned tattoo ideas. very cool series

>>105695914
she's got a platinum grill and is ready to kick off her rap career

>>105695961
forgor food truck

>>105695142
thicc
>Winged Hussars
was suppose to be lol

>>105695204
lol gay frogs meme will forever live rent free in my head

>>105695207
>Suno is super fun!
what they offer for $8 a month isn't bad at all
>The percussion in the song I posted earlier was all improvised!
good stuff, i'll def have to try it out. i remember playing with ace-step and that shit sucked. cute smug queens btw and happy birthday.

>>105695818
same here tho ive only played the snes titles, always heard good things about that psx one.

guess i'll live with it

>>105695928
yeah, seems to be
>>105695961
i did have a gold grill appear once on her gen
>>105696007
does AJ still ramble about frogs? those were the good old days

you guys know of any decent software that uses Ai to separate drums\vocals\synths\guitars?
i need to help my cute friend with a project but her vocals were poorly isolated

>>105696055
blue eyes white butterfly girl :3

>>105696059
isn't melodyne the go to for that?

>>105696059
Lalal.ai

>>105696029
>does AJ still ramble about frogs? those were the good old days
lol not sure i'd just catch the memes in off-topic threads on boards like /tv/.
https://www.youtube.com/watch?v=KGAAhzreGWw
shit like this was great.

>>105696065
i need to pick up a video gen wf one of these days
>>105696139
last i remember was him getting sued and "dialing it back" after that

*munches buttered bread*

Oo pretty

>>105696207
livin large

whoops

huh

>>105696162
>last i remember was him getting sued and "dialing it back" after that
lol yeah think last i heard forgot how long back was him filing for bankruptcy.

>>105696222
nice

>>105696338
das not how tornados work

gn all

Next Thread

>>105696491
>>105696491
>>105696491

>>105696479
gn

>>105696474
she owns a lot of trucks