作者提出了Dual Attention Vision Transformers (DaViT),能够在保持计算效率的同时捕获全局上下文。提出的方法具有层次结构和细粒度局部注意的优点,同时采用 group channel attention,有效地建模全局环境。 本文的贡献主要有以下几点: 1.作者引入了 Dual Attention Vision Transformers(DaViT),它交替地应用spatial window atten...
In this work, we introduce Dual Attention Vision Transformers (DaViT), a simple yet effective vision transformer architecture that is able to capture global context while maintaining computational efficiency. We propose approaching the problem from an orthogonal angle: exploiting self-attention mechanisms ...
【ECCV2022】DaViT: Dual Attention Vision Transformers 代码:https://github.com/dingmyu/davit 这个论文想法很自然也容易想到。Transformer都是在处理 PxC 二维的数据,其中 P 是token 的数量,C是特征的维度。普通的方法都是在P这个维度计算attention,那么是不是可以在C这个维度计算attention呢? 肯定是可以的。 因此...
DaViT DaViT: Dual Attention Vision Transformers 单位:港大(罗平团队), 微软云+AI, 百度(王井东等人) 代码:https://github.com/dingmyu/davit 论文:https://arxiv.org/abs/2204.03645 在这项工作中,我们介绍了双注意力视觉Transformer (DaViT),这是一种简单而有效的视觉Transformer架构,能够在保持计算效率的同时...
Abstract: In this work, we introduce Dual Attention Vision Transformers (DaViT), a simple yet effective vision transformer architecture that is able to capture global context while maintaining computational efficiency. We propose approaching the problem from an orthogonal angle: exploiting self-attention ...
In this work, we introduce Dual Attention Vision Transformers (DaViT), a simple yet effective vision transformer architecture that is able to capture global context while maintaining computational efficiency. We propose approaching the problem from an orthogonal angle: exploiting self-attention mechanisms ...
Keras DaViT is for PDF 2204.03645 DaViT: Dual Attention Vision Transformers. ModelParamsFLOPsInputTop1 AccT4 Inference DaViT_T 28.36M 4.56G 224 82.8 224.563 qps DaViT_S 49.75M 8.83G 224 84.2 145.838 qps DaViT_B 87.95M 15.55G 224 84.6 114.527 qps DaViT_L, 21k_ft1k 196.8M 103.2G 384 87.5...
Keras DaViT is for PDF 2204.03645 DaViT: Dual Attention Vision Transformers.ModelParamsFLOPsInputTop1 AccT4 Inference DaViT_T 28.36M 4.56G 224 82.8 224.563 qps DaViT_S 49.75M 8.83G 224 84.2 145.838 qps DaViT_B 87.95M 15.55G 224 84.6 114.527 qps DaViT_L, 21k_ft1k 196.8M 103.2G 384 87.5...
Keras DaViT is for PDF 2204.03645 DaViT: Dual Attention Vision Transformers.ModelParamsFLOPsInputTop1 AccDownload DaViT_T 28.36M 4.56G 224 82.8 davit_t_imagenet.h5 DaViT_S 49.75M 8.83G 224 84.2 davit_s_imagenet.h5 DaViT_B 87.95M 15.55G 224 84.6 davit_b_imagenet.h5 DaViT_L, 21k 196.8M...