BoTNet (2021-01): 将 Self-Attention 嵌入 ResNet 文章：Bottleneck Transformers for Visual Recognition 论文： https://arxiv.org/abs/2101.11605 摘要： We present BoTNet, a conceptually simple yet powerful backbone architecture that incorporates self-attention for multiple computer vision tasks including image classification, object detection and instance segmentation. By just replacing the spatial convolutions with global self-attention in…

项目地址：https://pypi.org/project/autopep8/ 参考文章：https://www.cnblogs.com/wuyongcong/p/9066531.html Autopep8 autopep8 自动格式化 Python 代码以符合 PEP 8 风格指南。它使用 pycodestyle 工具来确定代码的哪些部分需要被格式化。autopep8 能够修复大多数由 pycodestyle 报告的格式化问题。 安装 pip install autopep8 在命令行使用 autopep8 --in-place --aggressive --aggressive YOUR_PYTHON_FILE.py 在PyCharm 配置使用 配置 打开菜单：File ---> Settings ---> Tools ---> External Tools 窗体左上角有一个 + 号 Name: autopep8 # 或者其他名字 Program: autopep8 # 前提必须先安装 Arguments: --in-place --aggressive…

Unzip a set of "*.tar.gz" file for f in *.tar.gz; do tar -xvf "$f"; done List folders under a path import os list_dirs = [name for name in os.listdir("path") if os.path.isdir(name)]

HDF5 Hierarchical Data Format (HDF) is a set of file formats (HDF4, HDF5) designed to store and organize large amounts of data. Document for HDF5 Python API: https://docs.h5py.org/en/stable/build.html Installation Installation with conda: conda install h5py Installation with pre-built wheels pip install h5py Usage import h5py h5_file_name = "my_data.h5" h5_writer =…

Source Paper: [ICCV'2017] https://arxiv.org/abs/1703.06868 Authors: Xun Huang, Serge Belongie Code: https://github.com/xunhuang1995/AdaIN-style Contributions In this paper, the authors present a simple yet effective approach that for the first time enables arbitrary style transfer in real-time. Arbitrary style transfer: takes a content image $C$ and an arbitrary style image $S$ as inputs,…

Source Authors: Huan Wang, Yijun Li, Yuehai Wang, Haoji Hu, Ming-Hsuan YangPaper: [CVPR2020] https://arxiv.org/abs/2003.08436Code: https://github.com/mingsun-tse/collaborative-distillation Contributions It proposes a new knowledge distillation method "Collobrative Distillation" based on the exclusive collaborative relation between the encoder and its decoder. It proposes to restrict the students to learn linear embedding of the teacher's…

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Involution 内卷积 CVPR 2021 论文 作者： Duo Li, Jie Hu, Changhu Wang et al. 论文地址：https://arxiv.org/pdf/2103.06255.pdf 源码：https://github.com/d-li14/involution ...

Scaled-YOLOv4: Scaling Cross Stage Partial Network In this reading notes: We have reviewed some basic model scaling method: width, depth, resolution, compound scaling. We have computed the operation amount of residual blocks, and showed the relation with input image size (square), number of layers (linear), number of filters (square). We…

Manipulate Gradient The section includes some technologies related to gradient descent optimization method. Gradient Clipping A good explanation: What is Gradient Clipping? Related paper: Why Gradient Clipping Accelerates Training: A Theoretical Justification for Adaptivity (ICLR'2020) Sometimes the training loss may not stable, it may caused by exploding problem. A simple…