apolinario (multimodal.art) @multimodalart
ML for Art and Creativity, working @HuggingFace ([email protected]) multimodal.art Joined July 2021-
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Quite addicting to watch!
Been playing with ✨B-LoRA✨, and IMO it deserves more attention key insights- ① 2 unet blocks are crucial for encoding content & style ② LoRA can be used for *implicit* style-content separation, by optimizing these blocks ③ ↑ can be done w/ 1 img ▶️ huggingface.co/papers/2403.14…
Text to Video is in GenAI arena! Collecting votes at: huggingface.co/spaces/TIGER-L…
Text to Video is in GenAI arena! Collecting votes at: huggingface.co/spaces/TIGER-L…
i may be a bit biased but i think with zerogpu the infra team @huggingface kind of cracked cold boot warm on cpu 🔥 cold on gpu 🥶 and then super fast to switch from cpu to gpu at the operation at hand
i may be a bit biased but i think with zerogpu the infra team @huggingface kind of cracked cold boot warm on cpu 🔥 cold on gpu 🥶 and then super fast to switch from cpu to gpu at the operation at hand
You blinked and now we are in the era of quantized datasets! All 1.2M images of imagenet in 5GB! 🤯
You blinked and now we are in the era of quantized datasets! All 1.2M images of imagenet in 5GB! 🤯
Did you know Imagenet fits on your apple watch's RAM? introducing imagenet.int8: 5GB, Cropped, VAEed, quantized version of imagenet, 26x compression in total, preprocessed in StreamingDataset format. huggingface.co/datasets/clone… Enjoy.
@eden_art_ is hiring! If you have a heart for generative AI, building agents, finetuning models, building open source projects and empowering creativity with technology, reach out! 👨🎨🔥
@eden_art_ is hiring! If you have a heart for generative AI, building agents, finetuning models, building open source projects and empowering creativity with technology, reach out! 👨🎨🔥
Had a bit of fun working on dreamboothing MusicGen lately 🎸 Take: - a small GPU, say 10 to 16 GB - a few songs, say around 30min - a anchor word (I've used "punk") - train in less time than it would take you to go to a concert, say 10min and create your own music model 🎹
这个实用！一个直观对比 1 步生成模型的项目：One step SDXL comparison 🦶 目前包含了 SDXL Turbo、SDXL Lightning 和 Hyper SDXL 三种模型，只需输入提示词就可直观看到三种模型的对比 项目地址：huggingface.co/spaces/multimo…
这个实用！一个直观对比 1 步生成模型的项目：One step SDXL comparison 🦶 目前包含了 SDXL Turbo、SDXL Lightning 和 Hyper SDXL 三种模型，只需输入提示词就可直观看到三种模型的对比 项目地址：huggingface.co/spaces/multimo… https://t.co/D6YDUieYQg
Sing to song is now a reality! 🎵✨, by the amazing @_nateraw
My favorite part is that it works really well with out-of-the-distribution garments
My favorite part is that it works really well with out-of-the-distribution garments https://t.co/UD9frTnxyl
Bytedance publish their HiDiffusion code now. github.com/megvii-researc…
Ah, and the votes/preference dataset is also open For now 3k votes and counting! huggingface.co/datasets/fal-a…
Ah, and the votes/preference dataset is also open For now 3k votes and counting! huggingface.co/datasets/fal-a…
introducing imgsys generative arena for text-guided open source image generation models
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almost time to release something new 🥸
Quite addicting to watch!
IllusionDiffusion is still big on the HF Hub - it uses 12 A100s in parrallel !! 💥 Fun fact: the GPUs are dynamically assigned to the Space when there's usage, and de-allocated after inference. More details here: hf.co/zero-gpu-explo…
Thank you Linoy! 🫶✨ Check out our new work on image editing with B-LoRA! ➡️ b-lora.github.io/B-LoRA/ Code ➡️ github.com/yardenfren1996… Demo ➡️ huggingface.co/spaces/Yardenf…
Been playing with ✨B-LoRA✨, and IMO it deserves more attention key insights- ① 2 unet blocks are crucial for encoding content & style ② LoRA can be used for *implicit* style-content separation, by optimizing these blocks ③ ↑ can be done w/ 1 img ▶️ huggingface.co/papers/2403.14…
We introduce🌟Editable Image Elements🥳, a new disentangled and controllable latent space for diffusion models, that allows for various image editing operations (e.g., move, resize, de-occlusion, object removal, variations, composition) jitengmu.github.io/Editable_Image… More details🧵👇
Text to Video is in GenAI arena! Collecting votes at: huggingface.co/spaces/TIGER-L…
We are happy to integrate "text-to-video" into GenAI arena huggingface.co/spaces/TIGER-L…. Currently, we support six open-source video generation models. Please help us vote to create the video leaderboard! For "text-to-image" arena, Playground V2 and V2.5 @playground_ai are leading…
Discovered this workflow yesterday and had so much fun with it! Find the workflow at the end or learn how to make it yourself. I assume you have ComfyUI with Manager and IPAdapter installed, if not follow the tutorials of "Latent Vision" on YouTube and/or other sources Let's go!
If you are working on RAG with Text and Images (Multimodal RAG), you might be familiar with the above pipeline: maintain 2 sets of models and store 2 or 3 sets of embeddings to be able to utilise the images. Why? The CLIP text encoder is a weak text encoder, you need a separate…
Coming to Steerable Motion 1.5 - significantly smoother movement for complex motion:
Introducing Steerable Motion 1.4! Thanks to optimisations by @idgallagher based on work by @cubiq, it now takes unlimited input images - e.g. 100 HD images uses 12.5gb VRAM! Video by @idgallagher w/ music by @ChangAnTing - aka Lost Communications. Link: github.com/banodoco/steer…
hungry hungry algoridm t2v zeroscope b&w depthmap lora init -> t2v zeroscope controlnet
I'm playing with a simple workflow that can transfer the material from a reference like that vase to the input image like that real hand...and create a ceramic hand. I'm thinking of making a short tutorial and sharing the workflow next week...
Days where I get to use @Gradio tend to be good days.
@multimodalart @ostrisai THIS WAS THE PAPER I SAW A FEW DAYS AGO AND COULDN'T FIND AGAIN. THANK YOU! I'm now gonna bookmark it so it doesn't disappear from me again! 😅
Saturday experiment: Single value adapter. I trained feeding a single -1 to 1 float directly into key/val linear layers that corresponds to eye size in images, and apply that to the cross attn layers. It works. Sample images are -1.0 and 1.0 pairs. Time to add more features.
@shishirpatil_ @cohere @AIatMeta Would be cool to add the leaderboard to hf.co/spaces. I’m sure the community would be excited (inspiration: huggingface.co/collections/cl…)
if you are using LoRA: divide the A matrix learning rate by 8 and multiply the B matrix learning rate by 8. you can thank me later
ZeroGPU is free distributed GPUs in HF Spaces 🔥 ⬇️ will give access to 100 new people in the next hours
Will be speaking at @europython 2024 on diffusers: "State-of-the-art image generation for the masses with Diffusers" Expect a lot of 🧨 emojis, code, and fancy {image-video} generation results. Talk details: ep2024.europython.eu/sessions#state…
You blinked and now we are in the era of quantized datasets! All 1.2M images of imagenet in 5GB! 🤯
✨ Excited ✨ Wanna get a whirlwind tour of memorization in diffusion models, how to find it, how to mitigate it, drop by the talk! Will discuss all my 3 papers (including style memorization) on this topic. Papers: 1. arxiv.org/abs/2212.03860 (CVPR'23) 2.…
Our community is looking forward to welcoming @gowthami_s on Monday, May 6th as she presents her work on "Understanding and Mitigating Memorization in Diffusion Models" Learn more: cohere.com/events/c4ai-Go…
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