19: Gaussianized Latent Spaces Explained

Improving Inversion and Generation Diversity in StyleGAN using a Gaussianized Latent Space” by Wulff et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on gaussian_prior_latent_space_encoding

18: StyleMapGAN Explained

Exploiting Spatial Dimensions of Latent in GAN for Real-time Image Editing by Hyunsu Kim et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on spatial-latent-image-editing-GAN-inversion

17: MLP-Mixer Explained

MLP-Mixer: An all-MLP Architecture for Vision by Tolstikhin et al explained in 5 minutes.

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Author's profile picture Kirill Demochkin on mlp_vision_transformer_no_convolution

16: Distilling StyleGAN2 Explained

StyleGAN2 Distillation for Feed-forward Image Manipulation by Viazovetskyi et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on feedforward-latent-image-editing-direction-discovery-stylegan

15: ViT Explained

An Image Is Worth 16X16 Words: Transformers For Image Recognition At Scale by Dosovitskiy et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on large-scale-image-transformers-pretraining-classification

14: EigenGAN Explained

EigenGAN: Layer-Wise Eigen-Learning for GANs by Zhenliang He et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on discovering-semantic-directions-latent-editing-interpretable-generation

13: VQ-VAE-2 Explained

Generating Diverse High-Fidelity Images with VQ-VAE-2 by Razavi et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on autoregressive-VAE-discrete-latents-image-generation

12: StyleGAN-2-Ada Explained

Training Generative Adversarial Networks with Limited Data by Karras et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on limited-data-stylegan-training-differentiable-augmentations

11: ASAP-Net Explained

Spatially-Adaptive Pixelwise Networks for Fast Image Translation by Shaham et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on coordinate-based-mlp-fast-image-to-image-Pix2PixHD

10: е4е Explained

Designing an Encoder for StyleGAN Image Manipulation by Omer et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on stylegan-encoder-latent-projection-gan-inversion-image-editing

9: ReStyle Explained

ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement by Yuval et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on iterative-styleGAN-inversion-residual-encoding

8: NeRF Explained

NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis by Mildenhall et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on eccv-3d-novel-view-synthesis-differentiable-rendering-implicit-representation

7: StyleCLIP Explained

StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery by Patashnik et al. explained in 5 minutes.

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Author's profile picture Kirill Demochkin on clip-guided-text-based-semantic-image-editing