我自己的理解是,扩散模型中的 class-conditional image synthesis 是指在生成图像时,需要提供图像类别的...
In order to overcome the shortcomings, this study proposes a balanced pretraining for structured conditional generative adversarial network (BSCGAN), which performs oversampling in the low-dimensional latent space of the gated variational autoencoder with self-attention (SA-GVAE), the repeat minority...
BAGAN has two key steps comparing with ordinary conditional GAN: autoencoder initialization and labeled latent generation. In our work, we design a new autoencoder architecture with an embedding section. In BAGAN, the labeled latent generation is based on the assumption that the latent vectors are ...
Through numerical simulations on Gaussian mixtures and experiments on class-conditional and text-to-image diffusion models, we validate our analysis and show that our non-linear CFG offers improved flexibility and generation quality without additional computation cost...#扩散模型 #文生图 发布于...
pulled fromBig Visioncodebase. It implementes a generic auto-encoder class that was developed on imagenet-2012 and meant to be used for self-supervised learning on the 100-shot imagenet probing. It also allows self-supervised methods to be fine-tuned on labels for class-conditional generation...
AddConditionalRule AddConnection AddControl AddCustomControl AddDatabase AddDataItem AddDataSource AddDelegation AddDictionary AddDictionaryItem AddDimension AddDocument AddDocumentGroup AddEntity AddEvent AddFavorite AddField AddFolder AddForm AddFriend AddGroup AddHTMLPage AddImage AddIn AddIndexer AddInheritan...
Lifelong gan: Continual learning for conditional image generation. In Int. Conf. Comput. Vis., 2019. 1 [44] Junting Zhang, Jie Zhang, Shalini Ghosh, Dawei Li, Serafet- tin Tasci, Larry Heck, Heming Zhang, and C-C Jay Kuo. Class-incremental learning via deep mo...
AssetManifestDockerImageDestination AssetManifestFileDestination AssetOptions AssetStagingProps BootstraplessSynthesizerProps BundlingOptions CliCredentialsStackSynthesizerProps CopyOptions CustomResourceProps CustomResourceProviderBaseProps CustomResourceProviderOptions CustomResourceProviderProps DefaultStackSynthesizerProps Docker...
Image generated by generator has to be not only clear enough to pass discriminator, but also should be closed to the samples If your generated images has a large size, discriminator would be overloaded (overfitting or low training speed) --->>> PATCH GAN ...
Ramesh, A., Dhariwal, P., Nichol, A., Chu, C., Chen, M.: Hierarchical text-conditional image generation with clip latents. arXiv preprintarXiv:2204.061251(2), 3 (2022) Ramesh, A., et al.: Zero-shot text-to-image generation. In: International Conference on Machine Learning, pp. 88...