从标题中我们不难看出,Latte想做的其实是video版本的Diffusion Transformer,其网络结构图也是跟Diffusion Transformer长得非常像,(a)和(b)的变式大体上只是spatial和temporal信息处理的先后顺序,(c)则是在(a)的基础上加入了残差连接和layer normalization,(d)则通过多个branch的方式先做attention,再将attention的结果相互...
接下来是Meta做的Make a Video paper,里面用了另一种cascaded模型结构。所谓cascaded也就是采用搭积木的办法(类似Imagen),每一步实现一个goal然后串联在一起。比如这篇paper里的模型结构主要由四个主要模块组成,采用的就是先生成浓缩版本低分辨率视频(spatial temporal decoder,这个应该是核心diffusion的部分)--扩长版...
lucidrains/video-diffusion-pytorch 1,282 coderpiaobozhe/classifier-free-diff… 182 ndrwmlnk/awesome-video-diffusion-mo… 41 Tasks Edit AddRemove UCF101KineticsKinetics-600 Results from the Paper Edit Ranked #1 onVideo Generation on UCF-101 16 frames, 64x64, Unconditional ...
insights into potential future directions for the field. By consolidating the latest research and developments, this survey aims to serve as a valuable resource for researchers and practitioners working with video diffusion models. Website: https://github.com/ndrwmlnk/Awesome-Video-Diffusion-Models ...
This survey provides a comprehensive overview of the critical components of diffusion models for video generation, including their applications, architectural design, and temporal dynamics modeling. The paper begins by discussing the core principles and mathematical formulations, then explores various ...
Shoutout tohttps://github.com/Janspiry/Palette-Image-to-Image-Diffusion-Models! Most of the code in this repo is taken from there. It's a really good implementation of the Palette image2image paper, so go check it out! Additionally, make sure to check out the repo of our co-authorsht...
fluxloradiffusion-modelsconsistency-modelsstable-diffusionlcm-lorastable-video-diffusionsdxl-lightning UpdatedJan 4, 2025 Python 👆Pytorch implementation of "Ctrl-V: Higher Fidelity Video Generation with Bounding-Box Controlled Object Motion" computer-visiondeep-learningpytorchbounding-boxesvideo-controlsmotion...
Does online video-sharing advertising have diffusion gene? focus event contentFECsex and nudity contentVideo-sharing is one of the most popular applications on the internet, the development of which subverts the ... Y Liao,J Zhu,Q Zhai - 《International Journal of Networking & Virtual Organisati...
1. Probing the 3D Awareness of Visual Foundation Models 发表会议:CVPR2024 论文简介 视觉基础模型通常指的是在大规模数据集上进行预训练过的视觉模型,例如在ImageNet上预训练的MAE、LAION-400M上预训练的CLIP / Stable Diffusion等,具备在多样的下游任务上强大的泛化或迁移能力。 在3D的问题中,尽管目前最大的...
2023年3月有一个工作也用到了Mask的思想,任务也是生成Long Video,“Latent Video Diffusion Models for High-Fidelity Long Video Generation”。之前看过一遍但有很多部分不是特别懂,打算再读一次,后续觉得有意思的话应该还会写一篇博客总结一下。 以上是我对这篇文章的理解,刚接触这个领域不久,所以对很多东西还不...