由于Video Swin Transformer改编于Swin Transformer,因此Video Swin Transformer可以用在大型图像数据集上预训练的模型参数进行初始化。与Swin Transformer相比,Video Swin Transformer中只有两个模块具有不同的形状,分别为:线性embedding层和相对位置编码。 输入token在时间维度上变成了2,因此线性embedding层的形状从Swin Transf...
说起Video Swin Transformer,不得不提到Swin Transformer,在自己试过的利用Transformer进行图像任务的各个模型中(VIT、Deit、Swin Transformer等),Swin Transformer算是其中的佼佼者。个人以为Swin Transformer最大的特点是类似于cnn中conv + pooling的结构。在Swin Transformer中,这种结构变成了Swin Transformer Block + Patc...
由于Video Swin Transformer改编于Swin Transformer,因此Video Swin Transformer可以用在大型图像数据集上预训练的模型参数进行初始化。与Swin Transformer相比,Video Swin Transformer中只有两个模块具有不同的形状,分别为:线性embedding层和相对位置...
The locality of the proposed video architecture is realized by adapting the Swin Transformer designed for the image domain, while continuing to leverage the power of pre-trained image models. Our approach achieves state-of-the-art accuracy on a broad range of video recognition benchmarks, ...
《Video Swin Transformer》(2021) GitHub:https:// github.com/SwinTransformer/Video-Swin-Transformer [fig1]【转发】@爱可可-爱生活:几篇论文实现代码:《Diverse Branch Block: Building a Convolution as ...
Short Description Video Swin Transformer is a pure transformer based video modeling algorithm, attained top accuracy on the major video recognition benchmarks. Papers https://arxiv.org/abs/2106.13230 published in 2021, Cited by 1154 (unt...
In this paper, a novel deep video error concealment model for VVC is proposed, called Swin-VEC. The model innovatively integrates Video Swin Transformer into the generator of generative adversarial network (GAN). Specifically, the generator of the model employs convolutional neural network (CNN) to...
add Video Swin Transformer 4年前 tests [Improvement] Use Pylint to polish code style (#908) 4年前 tools [Improvement] Use Pylint to polish code style (#908) 4年前 .gitignore [Improvement] Improve Metafiles (#956) 4年前 .pre-commit-config.yaml ...
Paint Transformer: Feed Forward Neural Painting with Stroke Prediction 77 -- 5:03 App AniVid: A Novel Anime Video Dataset with Applications in Animation 2851 50 9:20:40 App 吹爆!全网公认最强的Transformer实战教程!VIT/Swin/DETR模型全详解,同济大佬2小时带你吃透Transformer模型! 8.8万 12 7:37 App...
而Video transformer(VT)中的常见的加速计算的就是限制放在一起计算的token数。比如限制在几帧里面的token进行计算(local),或者就是本篇中的基于窗口区域分割的 video swin transformer,本篇提供了一个相对高效的模型。 swin transformer 本身就是研究了怎么样将tansformer 应用到cv之内(通过限制区域来计算attention,...