img2img
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- img2img
- changing a given image in a specific or controlled way
- Pix2PixGitHubphillipi/pix2pix
- 成对训练数据
- 训练快
- 数据集
- 需要一定程度的准确性
- Pix2PixHDGitHubNVIDIA/pix2pixHD - 2017
- 2048x1024
- photorealistic image-to-image
- semantic label maps -> photo-realistic images
- synthesizing portraits from face label maps
- conditional GANs
- Vid2VidGitHubNVIDIA/vid2vid - 2018
- 引入时序判别器来保持时间一致性
- arXiv:1808.06601arXivarXiv:1808.06601arXiv摘要 · PDF · HTML
- NVlabs/few-shot-vid2vidGitHubNVlabs/few-shot-vid2vid - 2019
- arXiv:1910.12713arXivarXiv:1910.12713arXiv摘要 · PDF · HTML
- -> NVlabs/imaginaireGitHubNVlabs/imaginaire
- SPADE (Spatially-Adaptive Normalization) - 2019
- Pix2PixSC (Style-Consistent) (2020)
- TransGAN (2021)
- Pix2Pix-Zero (2023)
- CycleGAN
- 无需成对训练数据
- 训练慢
- Pix2Pix with Temporal Consistency
- RecycleGAN - CycleGAN
- FOMM (First Order Motion Model)
- StyleGAN2 with temporal consistency
- Transformer-based Video Inpainting
- few-shot learning
- perceptual loss 感知损失
- 改善生成质量
- total variation loss 总变差损失
- 保持图像平滑
- 处理模糊和噪声
- Style Loss 风格损失
- 风格迁移
- Adversarial Loss 对抗损失
- 生成器和判别器
- U-Net
- img2img-turbo笔记img2img-turboGaParmar/img2img-turbo · MIT · One-step image-to-image with Stable Diffusion turbo · sketch2image, day2night, clear2rainy打开：/notes/ai/model/img2img-turbo
- One-step image-to-image with Stable Diffusion turbo
- junyanz/pytorch-CycleGAN-and-pix2pixGitHubjunyanz/pytorch-CycleGAN-and-pix2pix
- Image-to-Image Translation in PyTorch
- taesungp/contrastive-unpaired-translationGitHubtaesungp/contrastive-unpaired-translation
- 2020
- arXiv:2007.15651arXivarXiv:2007.15651arXiv摘要 · PDF · HTML
- machinelearningmastery.com/a-gentle-introduction-to-pix2pix-generative-adversarial-network
关联信息
反向链接、本文链接的其他页面和外部资料。
反向链接
- ML Awesome笔记 · img2img
LLM · LLM Awesome · Diffusion · Diffusion Awesome · NLP · NLP Awesome · GAN · img2img · Framework · PyTorch · by Meta · tinygrad/tinygrad
站内链接
- img2img-turbo笔记 · img2img-turbo
GaParmar/img2img-turbo · MIT · One-step image-to-image with Stable Diffusion turbo · sketch2image, day2night, clear2rainy
参考资料
GitHub7 条
- junyanz/pytorch-CycleGAN-and-pix2pixgithub.com/junyanz/pytorch-CycleGAN-and-pix2pix
- NVIDIA/pix2pixHDgithub.com/NVIDIA/pix2pixHD
- NVIDIA/vid2vidgithub.com/NVIDIA/vid2vid
- NVlabs/few-shot-vid2vidgithub.com/NVlabs/few-shot-vid2vid
- NVlabs/imaginairegithub.com/NVlabs/imaginaire
- phillipi/pix2pixgithub.com/phillipi/pix2pix
- taesungp/contrastive-unpaired-translationgithub.com/taesungp/contrastive-unpaired-translation
标准文档3 条
- arXiv:1808.06601arxiv.org/abs/1808.06601arXiv
- arXiv:1910.12713arxiv.org/abs/1910.12713arXiv
- arXiv:2007.15651arxiv.org/abs/2007.15651arXiv
其他外链1 条
- machinelearningmastery.com/a-gentle-introduction-to-pix2pix-generative-adversarial-networkmachinelearningmastery.com/a-gentle-introduction-to-pix2pix-generative-adversarial-network