Discussion and Development of Local Image, Video, and Audio ModelsPrevious: >>110296087https://rentry.org/ldg-lazy-getting-started-guide>UIComfyUI: https://github.com/comfyanonymous/ComfyUISwarmUI: https://github.com/mcmonkeyprojects/SwarmUISDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineageWan2GP: https://github.com/deepbeepmeep/Wan2GPNeural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel>Checkpoints, LoRAs, & Upscalershttps://huggingface.co/modelshttps://huggingbay.xyzhttps://civitai.comhttps://civitaiarchive.comhttps://openmodeldb.info>Tuninghttps://github.com/spacepxl/demystifying-sd-finetuninghttps://github.com/ostris/ai-toolkithttps://github.com/Nerogar/OneTrainerhttps://github.com/tdrussell/diffusion-pipehttps://github.com/kohya-ss/sd-scriptshttps://github.com/kohya-ss/musubi-tuner>MOSShttps://github.com/OpenMOSS/MOSS-Image>F3Khttps://huggingface.co/black-forest-labs/flux-3-image-klein>Qwen Image 2.1https://huggingface.co/Qwen/Qwen-Image-2.1>MiniMax H3https://huggingface.co/Comfy-Org/MiniMax-H3https://neta.art/use-cases/en/h3-1000-prompt-list> MiniMax H3-Imagehttps://huggingface.co/MiniMaxAI/MiniMax-H3-Image>Animahttps://huggingface.co/circlestone-labs/Animahttps://animastyles.thetacursed.comhttps://tagexplorer.github.io/https://animadex.net>Krea 2https://huggingface.co/krea/Krea-2-Rawhttps://huggingface.co/krea/Krea-2-Turbohttps://lumenastrum.github.io/clio-style-preview/gallery/>MiscShare Metadata: https://catbox.moe | https://litterbox.catbox.moe/Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusionArchive: https://rentry.org/sdg-linkCollage: https://rentry.org/neo_collage>Neighbors>>>/aco/csdg>>>/b/degen>>>/gif/vdg>>>/d/ddg>>>/e/edg>>>/h/hdg>>>/trash/slop>>>/vt/vtai>>>/u/udg>>>/hr/pdg>Local Text>>>/g/lmg
>>110299995Shitbake>Maintain Thread Qualityhttps://rentry.org/debohttps://rentry.org/animanon
kill ani
>>110300036That seems a little bit too much...
Blessed thread of frenship
>mfw Resource news11/11/2026>MiniMax-H3-Imagehttps://huggingface.co/MiniMaxAI/MiniMax-Imageshttps://huggingface.co/Comfy-Org/MiniMax-Images>LTX-2.5 Stage 1: 2-Step Distillation LoRAhttps://huggingface.co/lvladikov/LTX-2.5-Stage2-Distill-5step-LoRAs>Decoupled Mode Connectivity for Base-to-Novel Generalization in Vision-Language Modelshttps://iemprog.github.io/cli/DMC-git>Video-Coder: Reinforcing Agentic Coding for Video Generationhttps://cywang735.github.io/main/Video-Coders>ReCaVSR - A one-step streaming video super-resolution built on Wan2.2https://github.com/PedroMarinhoDev/cli/ComfyUI-ReVSR>H3 Editor: Timeline video editor for MiniMax H3, inside ComfyUIhttps://github.com/igorls/comfyui-editor>H3MD Director: Seamless long takes with Chained Context Windowshttps://github.com/1113800942/comfy-h3-directors>MOSS-Image Control: Control LoRAs Collection for MOSS-Image-SFThttps://huggingface.co/collections/thedeoxe/moss-image-controller>moss_image_base_dmd2https://huggingface.co/data-archetype/moss_image_dmd211/10/2026>Open-H3-Regenerate-2K-IC: Consistent High-Resolution Video Refinement via In-Context Learninghttps://github.com/NVlabs/Sana/tree/sol-engine/model/Open-H3-Regenerate-2K/IChttps://huggingface.co/Efficient-Large-Model/Open-Regenerate-2K-IC>T2I Models Rarely Invert Negation but Often Fail to Suppress Negated Concepts: Benchmarking Negation Suppression in Text-to-Image Generationhttps://github.com/IAB-IITJ/T2I-NSA>MESAM: Enhancing SAM2 for Few-Shot Segmentation through Semantic-Visual Memory Generation and Refinementhttps://github.com/tianyu-zou/git/MESAM>Fizgig v9.3.0: Training maps, faster compile warm-up, and fine-tunes with the optimizer you pickhttps://github.com/shootthesound/Fizgig/release/tags/v9.4.0>LTX x Chroma Awards Season 2https://submit.chromaawards.com/packs/ltx-2>HexAnima: Anime image generation that runs entirely on your phone's NPUhttps://github.com/ayanoby/hex-animas
>mfw Research news11/11/2026>LTX-Video: Realtime Video Latent Diffusionhttps://ltx.io/technical-blog/ltx-video-realtime-latent-diffusions>The RenAIssance: Caption-Guided Diffusion Models for Historical-Art Visual Mediahttps://arxiv.org/abs/2611.105>Disentangled Stylized Image Generation via IP-Cross-Attention Rearrangementhttps://arxiv.org/abs/2611.107>ESTRA: Enabling Extreme Attention Sparsity for Training-Free Video Diffusion Accelerationhttps://arxiv.org/abs/2611.104>AR-Edit: Training-Free Autoregressive Video Editing without Inversionhttps://arxiv.org/abs/2611.097>VLM as an Editing Pilot: VLM-Steered Velocity Control for Flow-Based Image Editinghttps://arxiv.org/abs/2611.100>Constrained Look-ahead Guidance for Interference-Aware Flow Editinghttps://arxiv.org/abs/2611.107>On the universal structure in deterministic generative diffusionhttps://arxiv.org/abs/2611.103>Beyond Prompt Attacks: Least-Action Auditing of Concept Erasurehttps://arxiv.org/abs/2611.101>Split and Bridge: Multimodal Generation via Diffusion Bridginghttps://arxiv.org/abs/2611.104>Semantic Synthesis over Brute-Force Search: LLM-Guided Transformation Design for Efficient Learninghttps://arxiv.org/abs/2611.109>Improving the Diffusability of Motion Tokenizerhttps://githubhgh.github.io/dit>STABLE: A Continual Learning Optimizer with Adaptive Drift Controlhttps://arxiv.org/abs/2611.106>PoseRieFlow: Riemannian Flow Matching for Whole-Body Text-to-Pose Generationhttps://arxiv.org/abs/2611.096>CompositionEvidence: Controlling Geometric Evidence for Cinematic Composition Reasoning with Frozen Vision-Language Modelshttps://arxiv.org/abs/2611.105>MGE: A Membership Guided Data Extraction Attack against Diffusion Modelshttps://arxiv.org/abs/2611.106>BEiTScore++: Reference-free Image Captioning Evaluation with BEiT-3 and Conformalized Quantile Regressionhttps://arxiv.org/abs/2611.095
Thank you in advance debo.
>>110300050>>110300059thanks!
>>110300061He is soooooooooooooooooooooo sexy.
>>110300045no, kill ani IRL with extreme violence until life functions expire
>>110300101Are you "catjak" anon?
>>110300309cute.never been to a coffee shop before
fucking hell people aren't training loras to the same rate as they used to, there's plenty of seasonal anime waifu that don't have loras
>>110300377I'm just glad yall told me to switch to moss yesterday.
>>110300480sd 1.5 and xl training were easy and cheap, you could do it on a fucking 1080. with modern hardware prices and model requirements it's not surprising that most people got filtered.
>>110300480Is 16Gb or even 12Gb of VRAM enough to train a lora with Krea2 or Moss? That may be the reason.
>>110300036With cocks.
>he poopbakes againlolcow
>>110300480And thats a good thing. Fuck seasonal gachaslop and fuck lora spam by e-grifters.
why are anons using this thread instead of the collage thread with rentries
>>110300627I don't give a fuck about your gay drama, I post in the first thread and that is.
>>110300627Which one of the 3?
>>110300627It was baked first and has better collage. Piss off with your bullshit already and stop ruining ldg.
>>110300532Cute ones i hope?
i think the training was bad because i selected shift instead of sigmoid. also i couldn't even get rank 64 to work properly, its was moving at 20-32sec/it. had to stick with rank 32 but i now going move the res from 1024 to 1536 on the second round of lunafreya.>>110300480its a time and energy consuming process of getting the dataset, fixing up the dataset and captioning it accurately. you need anime screenshots, so you have to actively watch the anime and collect screenshots of scenes where the character is present. good luck convincing the vramlet weebs to support making anime lora anything other than illustrious and anima. If you you want your waifu badly then your going to have to do painful and dirty work yourself or pay someone to do it for you. >>110300598there's soo much gacha slop character loras on civitai. the aesthetics and designs for gacha character look very bland and generic as fuck. Can't even imagine going through the hell of captioning multiple of their overly stylistic and complicated outfit designs.
>>110300644>>110300651>>110300681enjoy being the reason this general dies
>>110300733Yeah it's not the retard that bakes 4 threads at once again but the anon asking in which to postMakes sense
>>110300745you are posting in one of said threads, and thus, helping said retard
The other thread is fucking dead, looooooooooool.
CAN YOU GUYS PUT MY FUCKING IMAGE IN THE COLLAGE FOR ONCE
Looking for recommendations on a good upscaler for 1024x1024 base images. Want to get to 4K without introducing too much artifacting. The standard upscalers feel a bit too smooth for my taste
>>110301087My pictures usually end on the faggollage, even when they are not gens, that show my superior aesthetic taste. Being on the faggollage is an honor.I find the word "faggollage" really funny.
>>110301111benchod
>>110301130Wut?
Has anyone tried the new batch processing features in the latest SwarmUI update? I managed to automate a grid of 10 variations for a character design asnd it saved me at least an hour of manual work.
>>110301301been a while since i last seen swarmui user sadly
>>110301087it has to be really good
>>110299995>H3 image yay or nay?
>>110301696nay. worthless. moss is king
>>110299995>mfw REAL Resource news11/11/2026>PAN 2: General-purpose world model by the Institute of Foundation Modelshttps://huggingface.co/IFM/PAN2>pi-H3: Video Generation in 2–4 Steps Without a VAE Decoderhttps://hanshengchen.com/blog/pi-h3>Qwen3.8-27B GGUFshttps://unsloth.ai/docs/models/qwen3.8>UniWeaver: Harnessing Unified Multimodal Models for Interleaved Text-Image Generationhttps://poscape.github.io/UniWeaver>AnyBreak: Towards Jailbreaking Any T2I Model for Any Concepthttps://github.com/luqi-glory/AnyBreak>What kills $v$-prediction? A Patch-wise PCA Perspective on Pixel-Space Flow Matchinghttps://github.com/THUMAI-Lab/RiT>OpticalRAG: Pixel-Space Compression for Token-Efficient Retrieval-Augmented Generationhttps://github.com/brighterr/OpticalRAG>ContraSafe-VL: A Contrastive Safety Preference Dataset for Vision-Language Modelshttps://github.com/pikepokenew/ContraSafe-VL>Logit-Conditioned Diffusion Decoding for Frozen Discrete-Token VLMshttps://github.com/jiwoohong93/dcdd_code>SANEval: Open-Vocabulary Compositional Benchmarks with Failure-mode Diagnosishttps://github.com/nielseni6/saneval>Fizgig 9.6: train LoRAs on MiniMax H3 Imagehttps://github.com/shootthesound/Fizgig/releases/tag/v9.6.0>ComfyUI v0.45.0github.com/Comfy-Org/ComfyUI/releases/tag/v0.45.0>H3-FaceRefine-Plus - 2x face detailshttps://github.com/AnniCodex/ComfyUI-H3-FaceRefine-Plus>MiniMax-H3-Image for Forge Neohttps://github.com/aoleg/pruna-P-H3-Image-forge-neo11/10/2026>MiniMax-H3-Imagehttps://huggingface.co/MiniMaxAI/MiniMax-H3-Imagehttps://huggingface.co/Comfy-Org/MiniMax-H3-Image>LTX-2.5 Stage 1: 2-Step Distillation LoRAhttps://huggingface.co/lvladikov/LTX-2.5-Stage1-Distill-2step-LoRA>Decoupled Mode Connectivity for Base-to-Novel Generalization in Vision-Language Modelshttps://iemprog.github.io/DMC>Video-Coder: Reinforcing Agentic Coding for Video Generationhttps://cywang735.github.io/Video-Coder
>>110299995>mfw REAL Research news11/11/2026>When to Start Denoising? Adaptive Denoising Entry for Generative Video Compressionhttps://arxiv.org/abs/2611.13620>LongSCOP: Semantically Consistent Long Video Outpaintinghttps://arxiv.org/abs/2611.12445>MPEG-Diffusion: Mixed-Resolution Video Generationhttps://arxiv.org/abs/2611.12069>Continuous Angular Control in Text-to-Image Generation via Geometric Token Encodinghttps://arxiv.org/abs/2611.13172>PhyRubric: Rubric-Grounded Diagnostic Evaluation of Physical Commonsense in Text-to-Video Generationhttps://arxiv.org/abs/2611.13576>Few-Step Streaming Video Generation via Condition Shiftinghttps://arxiv.org/abs/2611.14033>Lipschitz-Controlled Flow Matching for Robust Image Restorationhttps://arxiv.org/abs/2611.13995>Shaping Useful Noise: Energy Distributions Predict Visual Pretraining Qualityhttps://arxiv.org/abs/2611.11962>Direct Trajectory Optimization for Inference-Time Alignment of Text-to-Image Diffusion Modelshttps://arxiv.org/abs/2611.11821>DUO: Dual Readouts of Diffusion Models for OOD Detectionhttps://arxiv.org/abs/2611.13304>Four-Step Text-Bearing Image Generation via Distillation with Local Response Regularization and Teacher-Guided Traininghttps://arxiv.org/abs/2611.12042>Just Image Transformers with Late-Stage Pixel Refinementhttps://arxiv.org/abs/2611.13120>Where Do Vision-Language Models Get Left and Right? Position-Code Counterfactuals in Qwen2.5-VL, Qwen3-VL and InternVL3https://arxiv.org/abs/2611.14060>EditJudge-Bench: Auditing VLM Image-Edit Judges with Synthetic Ground Truthhttps://jenspars.github.io/EditJudge-Bench>Advancing a Global Framework for AI Safety and Governance for the Well-being of Humanityhttps://www.wicinternet.org/2025-11/07/c_1137524.htm>What Social Media Teaches Us About Accumulative AI Riskshttps://arxiv.org/abs/2610.24006>Self-Distilling Generative Adversarial Networkshttps://arxiv.org/abs/2605.08577
>>110302368>>pi-H3: Video Generation in 2–4 Steps Without a VAE Decoder>https://hanshengchen.com/blog/pi-h3why is nobody talking about this?
I'm so confused about those threads. Why is there always 2+ simultaneous bakes? Why do people make another thread 10 minutes after a new bake? Fucking freakshow.
>>110302406I'd be curious what people think of this too
>>110302466because the jannies only ever do their jobs once in a blue moon
>>110301409SwamrUI user here, I will NEVER eat the spaghetti
do you press it?
>>110302873>>110302916Rent-free?
>>110303018https://desuarchive.org/g/search/text/%22kill%20ani%22/deleted/deleted/mental illness
