论文笔记Attentional Pooling for Action Recognition 在视频动作识别中,传统的2D卷积网络并不好, 2017年的NeuralIPS会议(当时还是直男版本的NIPS会议)上,本论文的发表引起了关注。 一般来说,做视频动作识别有三个方向: 1) Two-Streams CNN,除了空域,还引入时域信息,比如FlowNet。 2)3D卷积,Convolutional 3D Networks。
Our neural network architecture is based on a 3D U-net structure27,28 augmented with multi-head axial self-attention (“axial self-attention” in short)29. The motivation behind self-attention is similar to that of atrous convolution (or dilated convolution) in convolutional neural networks51,52...
[Chen et al., 2017b] Long Chen, Hanwang Zhang, Jun Xiao, Liqiang Nie, Jian Shao, and Tat-Seng Chua. SCA-CNN: spatial and channel-wise attention in convolutional networks for image captioning. In CVPR, 2017. [Cheng et al., 2014] Chen Cheng, Fen Xia, Tong Zhang, Irwin King, and M...
Auto-attentional mechanismMulti-domain convolutional neural networksBidirectional gated recurrent unitComposite loss functionPurpose-Multi-domain convolutional neural network(MDCNN)model has been widely used in object recognition and tracking in the field of computer vision.However,if the objects to be ...
[Chen et al., 2017b] Long Chen, Hanwang Zhang, Jun Xiao, Liqiang Nie, Jian Shao, and Tat-Seng Chua. SCA-CNN: spatial and channel-wise attention in convolutional networks for image captioning. In CVPR, 2017. [Cheng et al., 2014] Chen Cheng, Fen Xia, Tong Zhang, Irwin King, and ...
deep learning methods based on convolutional neural networks have made great progress in the field of object detection. This method has two mainstream frameworks, one is two-stage detector, such as Fast R-CNN [7], Faster R-CNN [8] and Mask R-CNN [9], the other is one-stage detector,...
The model uses a convolutional neural network along with transfer learning to train the model that can catch these instilled errors in the deepfakes. The neural network is trained on these discrepancies induced during deepfake creation ... A Karandikar - 《International Journal of Advanced Trends in...
一、论文 (16)Text-Attentional Convolutional Neural Network for Scene Text Detection https://arxiv.org/abs/1604.02878 二、论文笔记 1、简介 这是一篇关于图片是否包含文字区域的二分类的论文 1、背景 (1)、文字区域只占整个图片一个很小的区域,但是图片的背景相对复杂,这样就增加了此项工作的难... ...
Recently, many deep learning emotion recognition algorithms have achieved good results, but most of them have been based on convolutional and recurrent neural... X Zhong,Y Gu,XLG Luo - Applied Intelligence: The International Journal of Artificial Intelligence, Neural Networks, and Complex Problem-Sol...
[5]Jie Hu, Li Shen, Samuel Albanie, Gang Sun, Andrea Vedaldi: Gather-Excite: Exploiting Feature Context in Convolutional Neural Networks. NeurIPS 2018: 9423-9433 [6]Ziteng Gao, Limin Wang, Gangshan Wu: LIP: Local Importance-Based Pooling. ICCV 2019: 3354-3363 ...