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Image generative AI - FOSS only (hackmas2024)

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Manage episode 439186463 series 1330870
Kandungan disediakan oleh CCC media team. Semua kandungan podcast termasuk episod, grafik dan perihalan podcast dimuat naik dan disediakan terus oleh CCC media team atau rakan kongsi platform podcast mereka. Jika anda percaya seseorang menggunakan karya berhak cipta anda tanpa kebenaran anda, anda boleh mengikuti proses yang digariskan di sini https://ms.player.fm/legal.
Try out open source image generation - and learn how to control AI magic. No prior knowlege needed. Bring ideas on what you want to generate.First theory / terminology you'll need for the toolsPropriety tools and why they suckThe 3 major base-models SD1.5, SDXL and FLUX.1/SD3 - diffusion vs flow modelsELI5: latent spaces, u-nets, [un]CLIP, VAE, cfg-scale, samplers and schedulersThen I'll show you how to use the 2 major web UIs:The beginner tool a1111 stable diffusion web uiThe pro tool comfyuiFast view over other tools that I haven't triedThen I'll explain what you can customize - with example workflows in comfyui Models: LoRAs - low rank adapters - diff/patches to base models for generation guidance, i.e. pose, canny edge, styles, concepts, etc. IPAdapter: Transfer styles, faces and do per-layer-prompting Hyper/turbo models: Generate 20 1kx1k images per second on a 4090 Conditioning: unCLIP use pictures as prompt. Latent space walks + Different CLIPs for different layersInitialization: Start from a (masked) image - inpainting, outpainting, overpainting, refining, transformingSpecial models for upscaling (SUPIR) and animation (AnimateDiff)Bring a laptop / tablet / phone if you want to try it. I'll rent a 3090/4090 and provide you a beginner setup for at least 20h during/after the talk.A matrix channel / mastodon hashtag for AI art would be cool. Maybe we can do a contest / exhibition?Slides: https://schickmas.at/2dd2f1cbd7c3 about this event: https://sessions.hack-mas.at/event/w4DZtGfeNK86AGbhr/image-generative-ai-foss-only
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Manage episode 439186463 series 1330870
Kandungan disediakan oleh CCC media team. Semua kandungan podcast termasuk episod, grafik dan perihalan podcast dimuat naik dan disediakan terus oleh CCC media team atau rakan kongsi platform podcast mereka. Jika anda percaya seseorang menggunakan karya berhak cipta anda tanpa kebenaran anda, anda boleh mengikuti proses yang digariskan di sini https://ms.player.fm/legal.
Try out open source image generation - and learn how to control AI magic. No prior knowlege needed. Bring ideas on what you want to generate.First theory / terminology you'll need for the toolsPropriety tools and why they suckThe 3 major base-models SD1.5, SDXL and FLUX.1/SD3 - diffusion vs flow modelsELI5: latent spaces, u-nets, [un]CLIP, VAE, cfg-scale, samplers and schedulersThen I'll show you how to use the 2 major web UIs:The beginner tool a1111 stable diffusion web uiThe pro tool comfyuiFast view over other tools that I haven't triedThen I'll explain what you can customize - with example workflows in comfyui Models: LoRAs - low rank adapters - diff/patches to base models for generation guidance, i.e. pose, canny edge, styles, concepts, etc. IPAdapter: Transfer styles, faces and do per-layer-prompting Hyper/turbo models: Generate 20 1kx1k images per second on a 4090 Conditioning: unCLIP use pictures as prompt. Latent space walks + Different CLIPs for different layersInitialization: Start from a (masked) image - inpainting, outpainting, overpainting, refining, transformingSpecial models for upscaling (SUPIR) and animation (AnimateDiff)Bring a laptop / tablet / phone if you want to try it. I'll rent a 3090/4090 and provide you a beginner setup for at least 20h during/after the talk.A matrix channel / mastodon hashtag for AI art would be cool. Maybe we can do a contest / exhibition?Slides: https://schickmas.at/2dd2f1cbd7c3 about this event: https://sessions.hack-mas.at/event/w4DZtGfeNK86AGbhr/image-generative-ai-foss-only
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