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Applications of Gen AI in
Computer Vision
Vladyslav Fliahin,
Data Scientist @ Mindcraft.ai
Summary
1 Introduction
● VAE / β-VAE
● GAN
● DDPM
● T2I adapter
● IP adapter
2 Content generation
● Unconditional Image Generation
● Text-to-Image
● Image-to-Video
● Text-to-Video
● Text-to-3D
● Image-to-3D
3 Content restoration
● Colorization
● Deblurring
● Upscaling
● InstructIR
4 Content manipulation
● Features manipulations
● Style transfer
● Neural inpainting
● Stroke-to-Image
● Map-to-Image
● Instruct Pix2Pix
● Character animation
● Virtual Try-On
● Motion Brush
5 Demo with notebooks
Introduction
VAE / β-VAE
Source:
Auto-Encoding Variational Bayes [arXiv:1312.6114]
Understanding disentangling in β-VAE [arXiv:1804.03599]
GAN
Source:
Generative Adversarial Networks [arXiv:1406.2661]
Generative Adversarial Text to Image Synthesis [arXiv:1605.05396]
DDPM
Source:
Denoising Diffusion Probabilistic Models [arXiv:2006.11239]
DDPM
Source:
https://medium.com/@steinsfu/diffusion-model-clearly-explained-
cd331bd41166
T2I adapter
Source:
T2I-Adapter: Learning Adapters to Dig out More Controllable Ability
for Text-to-Image Diffusion Models [arXiv:2302.08453]
IP adapter
Source:
IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-
Image Diffusion Models [arXiv:2308.06721]
Content generation
Unconditional Image Generation
Only generate images from the same
distribution as train dataset
● GANs
● VAEs
● DDPMs
Source:
https://huggingface.co/google/ddpm-cat-256
Text-to-Image
● sd-v1.5
● sd-v2
● sd-v2.1
● sdxl
● sdxl-turbo
Source:
SDXL: Improving Latent Diffusion Models for High-Resolution Image
Synthesis [arXiv:2307.01952]
https://github.com/CompVis/stable-diffusion
Text-to-Image
Source:
SDXL: Improving Latent Diffusion
Models for High-Resolution Image
Synthesis [arXiv:2307.01952]
Image-to-Video
● sv3d
● svd
● AnimateAnything
Source:
https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt
AnimateAnything: Fine-Grained Open Domain Image Animation with
Motion Guidance [arXiv:2311.12886]
Image-to-Video
Motion LoRAs
● Zoom In/Out
● Pan Left/Right
● Tilt Up/Down
● Rolling Clockwise/Anticlockwise
Source:
https://huggingface.co/guoyww/animatediff-motion-lora-zoom-in
Text-to-Video
● ali-vilab/text-to-video-
ms-1.7b
● Hotshot-XL (text to gif)
● AnimateDiff
An astronaut riding a horse. Darth vader surfing in waves.
Source:
https://huggingface.co/ali-vilab/text-to-video-ms-1.7b
https://huggingface.co/hotshotco/Hotshot-XL
https://huggingface.co/ByteDance/AnimateDiff-Lightning
SORA
Source:
https://openai.com/sora
Prompt: The camera follows behind a
white vintage SUV with a black roof rack
as it speeds up a steep dirt road
surrounded by pine trees on a steep
mountain slope, dust kicks up from it’s
tires, the sunlight shines on the SUV as it
speeds along the dirt road, casting a
warm glow over the scene…
Text-to-Image+Depth
Original and upscaling
model
● Custom encoder
● Custom decoder
Source:
https://huggingface.co/Intel/ldm3d-4c
https://huggingface.co/Intel/ldm3d-sr
Text-to-3D
● Shap-E
● Point-E
Source:
Shap-E: Generating Conditional 3D Implicit Functions [arXiv:2305.02463]
Score Distillation Sampling with Learned Manifold Corrective [arXiv:2401.05293]
https://huggingface.co/openai/shap-e
A bird A bowl of vegetables
Text-to-3D
● Shap-E
● Point-E
Source:
Point-E: A System for Generating 3D Point Clouds from Complex Prompts [arXiv:2212.08751]
Shap-E: Generating Conditional 3D Implicit Functions [arXiv:2305.02463]
Image-to-3D
● stable-zero123
● TripoSR
● Point-E
● Shap-E
Source:
https://huggingface.co/stabilityai/stable-zero123
https://huggingface.co/stabilityai/TripoSR
https://github.com/openai/point-e
https://huggingface.co/openai/shap-e-img2img
Content restoration
Colorization
● images
● videos
Source:
https://github.com/MarkMoHR/Awesome-Image-Colorization
Video colorization
● deepmaster
● autocolor
● deoldify
● deepexemplar
● deepremaster
● vcgan
Source:
Video Colorization with Pre-trained Text-to-Image Diffusion Models
[arXiv:2306.01732]
Deblurring
● DeblurGAN
● VAEs
● FFTformer
Source:
Efficient Frequency Domain-based Transformers for High-Quality Image
Deblurring [arXiv:2211.12250]
https://huggingface.co/ai-forever/Real-ESRGAN
https://github.com/subeeshvasu/Awesome-Deblurring
● StabilityAI API
● ImageUpScaler API
● Picsart API
● Deep Image API
● PicWish API
● Prodia API
● bigjpg API
● Claid API
● Ximilar API
● VanceAI API
Upscaling
Source:
https://github.com/IceClear/StableSR
Upscaling variations
Source:
https://www.reddit.com/r/StableDiffusion/comments/yev37i/comparis
on_of_upscaling_models_for_ai_generated/
InstructIR
● denoising
● deraining
● deblurring
● dehazing
● (low-light) image enhancement
Source:
InstructIR: High-Quality Image Restoration Following Human
Instructions [arXiv:2401.16468]
https://github.com/mv-lab/InstructIR
Content manipulation
Features manipulations
Source:
Understanding disentangling in β-VAE [arXiv:1804.03599]
Style Transfer
Source:
Unpaired Image-to-Image Translation using Cycle-Consistent
Adversarial Networks [arXiv:1703.10593]
Neural inpainting
● LaMa
● DDPM
Source:
Resolution-robust Large Mask Inpainting with Fourier Convolutions [arXiv:2109.07161]
Stroke-to-Image
Source:
SDEdit: Guided Image Synthesis and Editing with Stochastic
Differential Equations [arXiv:2108.01073]
Map-to-Image
● T2I adapters
● ControlNet
Source:
T2I-Adapter: Learning Adapters to Dig out More Controllable Ability
for Text-to-Image Diffusion Models [arXiv:2302.08453]
Instruct Pix2Pix
Source:
Instruct Pix2Pix: Learning to Follow Image Editing Instructions [arXiv:2211.09800]
https://huggingface.co/timbrooks/instruct-pix2pix
Character animation
● Animate Anyone
● Champ
Source:
Champ: Controllable and Consistent Human Image Animation with 3D Parametric Guidance [arXiv:2403.14781]
Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation [arXiv:2311.17117]
https://github.com/fudan-generative-vision/champ
https://github.com/MooreThreads/Moore-AnimateAnyone
Virtual Try-On
● OutfitAnyone
● Cloth2Tex
Source:
Cloth2Tex: A Customized Cloth Texture Generation Pipeline for 3D
Virtual Try-On [arXiv:2308.04288]
https://humanaigc.github.io/outfit-anyone/
https://tomguluson92.github.io/projects/cloth2tex/
Motion Brush
● Horizontal Movement (X-axis): Controls
left or right movement.
● Vertical Movement (Y-axis): Manages
up and down movement.
● Proximity (Z-axis): Adjusts the
subject’s distance from the camera.
Source:
https://runway-ai.ai/runway-motion-brush-interface/
Demo
Q&A

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Vladyslav Fliahin: Applications of Gen AI in CV (UA)

Editor's Notes

  1. VanillaGAN, StyleGAN, CycleGAN, Text-2-Image,
  2. Image prompt adapter
  3. Пройдемо по основних топіках на HuggingFace та моделям які можна використовувати під ці задачі
  4. LoRA motion adapters
  5. Provide old movies samples that got upscaled
  6. Crop, rescale, remove objects, change background, review tasks from paperswithcode about image editing Decide whether to group by