Like dmarx/anthology-of-machine-learning, but focused on important papers relevant to artistic applications of AI
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Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images
- https://arxiv.org/pdf/1412.1897v4.pdf
- Adversarial Images
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Deep Dream
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Deconvolution and Checkerboard Artifacts
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Feature Visualization
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The building blocks of interpretability
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Differentiable Image Parameterizations
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Exploring Neural Networks with Activation Atlases
see also: https://github.com/heejkoo/Awesome-Diffusion-Models
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A Connection Between Score Matching and Denoising Autoencoders
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U-Net: Convolutional Networks for Biomedical Image Segmentation
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Generative Modeling by Estimating Gradients of the Data Distribution
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Improved Techniques for Training Score-Based Generative Models
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Denoising Diffusion Probabilistic Models
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Denoising Diffusion Implicit Models
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Improved Denoising Diffusion Probabilistic Models
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Progressive Distillation for Fast Sampling of Diffusion Models
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High-Resolution Image Synthesis with Latent Diffusion Models
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Score-Based Generative Modeling through Stochastic Differential Equations
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Pseudo Numerical Methods for Diffusion Models on Manifolds
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Fast Sampling of Diffusion Models with Exponential Integrator
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Elucidating the Design Space of Diffusion-Based Generative Models
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EDM2
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Cold Diffusion
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A Neural Algorithm of Artistic Style
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Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
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DiscoGAN
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Perceptual Losses for Real-Time Style Transfer and Super-Resolution
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Texture Networks: Feed-forward Synthesis of Textures and Stylized Images
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Universal Style Transfer via Feature Transforms
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Instance Normalization: The Missing Ingredient for Fast Stylization
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Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization
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A Style-Aware Content Loss for Real-time HD Style Transfer
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JoJoGAN: One Shot Face Stylization
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ARF: Artistic Radiance Fields
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Artistic style transfer for videos
- WGAN
- DCGAN
- GAN Training tricks
- spherical interpolation
- StyleGAN
- StyleGAN2
- StyleGAN2-ADA
- Projected GANs
- StyleGAN-XL
- VQGAN
- VQVAE
- RQVAE
- CLIP
- CLOOB
- Multi-lingual CLIP
- SLIP
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StyleGAN-NADA: CLIP-Guided Domain Adaptation of Image Generators
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Aphantasia
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VQGAN + CLIP
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CFG
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DALLE
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unCLIP/DALLE2
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ruDALLE
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GLIDE
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Imagen
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Parti
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Superconditioning (twitter thread)
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z-regularization
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aesthetic models
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spherical distance
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Translation for animation effects
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Depth loss
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Flow loss
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latent consistency
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Wuerstchen
- INR
- Deep Image Prior
- SIREN
- NeRF
- Instant-NGP (Hash-NeRF)
- GIRAFFE
- GRAF
- Neural SDF
- triplane representations
- gaussian splatting
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ResNet
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EfficientNet
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Attention is All You Need
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ViT
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DETR
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MDETR
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DEiT
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DiT
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Masked Autoencoders Are Scalable Vision Learners
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LPIPS
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Frechet Inception Distance
- ArtBreeder