和Swin Transformer是一个团队的工作。 可以先看下Swin Transformer:下雨前:Swin-transformer的理解和代码(torch.roll) 摘要 作者提倡使用局部性的归纳偏置在视频Transformer中,可以更好地平衡速度和精确度。也是使用了空间-时间因式分解的注意力。局部性的是现实通过图片的Swin-transformer学习的。 在K-400上的top-1...
论文:Video Swin Transformer 代码:Video-Swin-Transformer 动机 基于CNN的方法的潜力受到卷积算子感受野小的限制 自注意力机制可以用更少的参数和更低的计算成本来扩大感受野,因此纯transformer网络在主流视频识别benchmark上取得佳绩 针对联合时空建模既不经济又不容易优化的问题,前人提出了时空域因式分解的方法以达到更好...
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, ...
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...
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...
关于Video Swin Transformer的代码,这里提供一个详细的代码示例,该代码是基于PyTorch框架实现的。你可以参考以下代码来理解和使用Video Swin Transformer模型。 1. 导入必要的库 python import torch import torch.nn as nn import torch.nn.functional as F 2. 定义Video Swin Transformer Block python class VideoS...
add Video Swin Transformer 4年前 requirements 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) ...
Swin-B Kinetics 400 60ep 224 69.6 92.7 89M 320.6G config github/baidu Notes: Pre-trained image models can be downloaded from Swin Transformer for ImageNet Classification. The pre-trained model of SSv2 could be downloaded at github/baidu. Access code for baidu is swin. Usage Installation Plea...
Video Swin Transformerspatiotemporal video action detectiondeep learningA recognition method based on the enhanced Transformer model is proposed to solve the task of human abnormal action recognition in surveillance videos. Video Swin Transformer (VST) is used to extract video features, and the 3D ...
code:github.com/SwinTransfor Swin Transformer 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...