论文题目:A ConvNet for the 2020s 作者: paper: https://arxiv.org/abs/2201.03545arxiv.org/abs/2201.03545 repo: GitHub - facebookresearch/ConvNeXt: Code release for ConvNeXt modelgithub.com/facebookresearch/ConvNeXt 时间与发表会议:2022年1月,cvpr Vision Transformer的结构设计越来越趋近于...
MetaAI在论文A ConvNet for the 2020s中, 从ResNet出发并借鉴Swin Transformer提出了一种新的 CNN 模型:ConvNeXt,其效果无论在图像分类还是检测分割任务上均能超过Swin Transformer,而且ConvNeXt和vision transformer一样具有类似的scalability(随着数据量和模型大小增加,性能同比提升)。 二、ResNet到ConvNeXt ConvNeXt...
MetaAI在论文A ConvNet for the 2020s中, 从ResNet出发并借鉴Swin Transformer提出了一种新的 CNN 模型:ConvNeXt,其效果无论在图像分类还是检测分割任务上均能超过Swin Transformer,而且ConvNeXt和vision transformer一样具有类似的scalability(随着数据量和模型大小增加,性能同比提升)。 二、ResNet到ConvNeXt ConvNeXt...
近几年,许许多多的深度学习模型都在图像分类中大放光彩,首先是2012年的AlexNet作为卷积神经网络的开山鼻祖,掀起了卷积神经网络的热潮,比较震撼人心的是,在2016斩获CVPR的best paper的ResNet,第一次在CIFAR数据集上超越了人的准确率,这无疑踏出了关键性的一步,紧接着又有许许多多的模型出现,包括2017年的DenseNet和...
论文名称:A ConvNet for the 2020s 发表时间:CVPR2022 code链接:代码 作者及组织: Zhuang Liu,Hanzi Mao来自Meta和UC Berkeley。 一句话总结:仿照swin-T思想,重新设计ResNet结构,使其逼近并超过swin-T。 1、RoadMap 网络结构:r50和swin-tiny:二者Flops相近约4.5G; ...
2021ICCVCvTCvT: Introducing Convolutions to Vision TransformersCode 2021NeurIPSVitaeVitae: Vision transformer advanced by exploring intrinsic inductive biasCode 2022CVPRConvNextA ConvNet for the 2020sCode 2022NeurIPSSegNextSegNeXt:Rethinking Convolutional Attention Design for Semantic SegmentationCode ...
We leverage some of the advanced ConvNet architectures as a backbone-model of the proposed attention mapping network to build Cardio-XAttentionNet. The proposed model is trained on ChestX-Ray14, which is a publicly accessible chest X-ray dataset. The best single model achieves an overall ...
Artificial intelligence has been successfully applied in various fields, one of which is computer vision. In this study, a deep neural network (DNN) was adopted for Facial emotion recognition (FER). One of the objectives in this study is to identify the
Bosquet B, Mucientes M, Brea VM (2021) Stdnet-st: spatio-temporal convnet for small object detection. Pattern Recog 116:107929 Google Scholar Bai Y, Zhang Y, Ding M, Ghanem B (2018) Sod-mtgan: small object detection via multi-task generative adversarial network. In: Proceedings of the...
@misc{graham2021levit, title = {LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference}, author = {Ben Graham and Alaaeldin El-Nouby and Hugo Touvron and Pierre Stock and Armand Joulin and Hervé Jégou and Matthijs Douze}, year = {2021}, eprint = {2104.01136}, ...