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multimodalart  authored a paper about 1 year ago
LEDITS++: Limitless Image Editing using Text-to-Image Models
multimodalart  authored a paper about 1 year ago
LCM-LoRA: A Universal Stable-Diffusion Acceleration Module
multimodalart  authored a paper over 1 year ago
LEDITS: Real Image Editing with DDPM Inversion and Semantic Guidance
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Spaces-Playground's activity

multimodalart 
posted an update 5 months ago
multimodalart 
posted an update 7 months ago
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25176
The first open Stable Diffusion 3-like architecture model is JUST out 💣 - but it is not SD3! 🤔

It is Tencent-Hunyuan/HunyuanDiT by Tencent, a 1.5B parameter DiT (diffusion transformer) text-to-image model 🖼️✨, trained with multi-lingual CLIP + multi-lingual T5 text-encoders for english 🤝 chinese understanding

Try it out by yourself here ▶️ https://huggingface.co/spaces/multimodalart/HunyuanDiT
(a bit too slow as the model is chunky and the research code isn't super optimized for inference speed yet)

In the paper they claim to be SOTA open source based on human preference evaluation!
mvaloatto 
posted an update 10 months ago
multimodalart 
posted an update 10 months ago
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The Stable Diffusion 3 research paper broken down, including some overlooked details! 📝

Model
📏 2 base model variants mentioned: 2B and 8B sizes

📐 New architecture in all abstraction levels:
- 🔽 UNet; ⬆️ Multimodal Diffusion Transformer, bye cross attention 👋
- 🆕 Rectified flows for the diffusion process
- 🧩 Still a Latent Diffusion Model

📄 3 text-encoders: 2 CLIPs, one T5-XXL; plug-and-play: removing the larger one maintains competitiveness

🗃️ Dataset was deduplicated with SSCD which helped with memorization (no more details about the dataset tho)

Variants
🔁 A DPO fine-tuned model showed great improvement in prompt understanding and aesthetics
✏️ An Instruct Edit 2B model was trained, and learned how to do text-replacement

Results
✅ State of the art in automated evals for composition and prompt understanding
✅ Best win rate in human preference evaluation for prompt understanding, aesthetics and typography (missing some details on how many participants and the design of the experiment)

Paper: https://stabilityai-public-packages.s3.us-west-2.amazonaws.com/Stable+Diffusion+3+Paper.pdf
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mvaloatto 
posted an update 10 months ago
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8 Spaces Of The Week is nice, but 840 is even better! 🔥

Here is the complete library of ALL Spaces featured by Hugging Face since October 2021:

All Spaces Of The Week - mvaloatto/ASOTW

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A special mention goes to @osanseviero , whose collection inspired me to design this dedicated Space. Another shoutout to @victor , whose intricately designed Spaces cards motivated me to step up my CSS game :) I plan to release additional features in the future. In the meantime, suggestions are welcome!
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mvaloatto 
posted an update 10 months ago
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Want more “good machine learning” in your X feed? Here is a new Space for you:
🔔 Top HF Users To Follow On X - https://huggingface.co/spaces/mvaloatto/HF2X

Ever since I fell down the AI rabbit hole, it hasn’t been super easy to spot and follow the most impactful Hugging Face contributors on X. So, inspired by @Weyaxi leaderboards, I decided to create a list just for this purpose.

Why, you ask?

First, it’s quite surprising how so many talented AI pioneers and independent contributors on X don't get the visibility/reach you might expect. Sad but true: follower count doesn't always match up with the value or innovation an individual brings to the table (just stating the obvious here).

Open source AI, in particular, thrives not just on innovation but also on the collective spirit of its believers and builders. With Hugging Face standing out as a prime hub for top AI engineers and contributors, compiling a directory of X profiles from influential figures on this platform felt like a natural step.

This Space aims to not only connect these top contributors but also guide open AI enthusiasts and newcomers towards the field's leading lights.

I put this modest page together using some web scraping and what I remember from my web dev class ages ago! Suggestions/likes are welcome - I’m hoping to keep tweaking/upgrading it, especially if you all find it useful.

Now, let’s follow each other! It’s time to accelerate the dissemination of our ideas, encourage collaboration within our community, and ensure that open AI developments receive the attention and recognition they deserve. 🔥
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multimodalart 
posted an update 10 months ago
multimodalart 
posted an update 11 months ago
multimodalart 
authored 2 papers about 1 year ago
multimodalart 
authored a paper over 1 year ago