论文阅读汇总

文章目录

    • 前言
    • 领域
      • backbone
      • 行为识别
      • MOT
    • 阅读时间
      • 2020.6
      • 2020.7


前言

  • 记录一下看的论文,一般都是比较快速的看看,有兴趣的会精读一下。
  • 会从两个维度记录一下看的论文。
    • 论文领域:如是目标检测、行为识别,还是别的什么。
    • 看论文时间的时间点。
  • 看每篇论文的时候,主要目标是回答四个问题:
    • 要解决什么问题?
    • 用了什么方法解决?
    • 效果如何?
    • 还存在什么问题?

领域

backbone

  • ResNet 系列论文
  • 论文浏览(6) EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
  • 论文浏览(7) Designing Network Design Spaces
  • Mobilenet 系列论文
  • 论文浏览(13) Resource Efficient 3D Convolutional Neural Networks

行为识别

  • 论文浏览(1) TAM: Temporal Adaptive Module for Video Recognition
  • 论文浏览(2) Temporal Pyramid Network for Action Recognition
  • 论文浏览(3) TEA: Temporal Excitation and Aggregation for Action Recognition
  • 论文浏览(4) STH: Spatio-Temporal Hybrid Convolution for Efficient Action Recognition
  • 论文浏览(5) X3D: Expanding Architectures for Efficient Video Recognition
  • 论文浏览(8) Asynchronous Interaction Aggregation for Action Detection
  • 论文浏览(11) A Multigrid Method for Efficiently Training Video Models
  • 论文浏览(12) SmallBigNet: Integrating Core and Contextual Views for Video Classification
  • 论文浏览(13) Resource Efficient 3D Convolutional Neural Networks
  • ResNet/ResNet-I3D/ResNet-I3D-SlowFast 源码阅读
  • Action Recognition 经典论文浏览
  • 论文浏览(14) STM: SpatioTemporal and Motion Encoding for Action Recognition
  • 论文浏览(15) Online Action Detection
  • 论文浏览(16) A Novel Online Action Detection Framework from Untrimmed Video Streams
  • 论文浏览(17) Actions as Moving Points

MOT

  • 论文浏览(9) A Simple Baseline for Multi-Object Tracking
  • 论文浏览(10) Towards Real-Time Multi-Object Tracking

阅读时间

2020.6

  • 论文浏览(1) TAM: Temporal Adaptive Module for Video Recognition
  • 论文浏览(2) Temporal Pyramid Network for Action Recognition
  • 论文浏览(3) TEA: Temporal Excitation and Aggregation for Action Recognition
  • 论文浏览(4) STH: Spatio-Temporal Hybrid Convolution for Efficient Action Recognition
  • 论文浏览(5) X3D: Expanding Architectures for Efficient Video Recognition
  • 论文浏览(6) EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
  • ResNet 系列论文
  • 论文浏览(7) Designing Network Design Spaces
  • Mobilenet 系列论文
  • 论文浏览(8) Asynchronous Interaction Aggregation for Action Detection
  • 论文浏览(9) A Simple Baseline for Multi-Object Tracking
  • 论文浏览(10) Towards Real-Time Multi-Object Tracking
  • 论文浏览(11) A Multigrid Method for Efficiently Training Video Models
  • 论文浏览(12) SmallBigNet: Integrating Core and Contextual Views for Video Classification
  • 论文浏览(13) Resource Efficient 3D Convolutional Neural Networks

2020.7

  • ResNet/ResNet-I3D/ResNet-I3D-SlowFast 源码阅读
  • Action Recognition 经典论文浏览
  • 论文浏览(14) STM: SpatioTemporal and Motion Encoding for Action Recognition
  • 论文浏览(15) Online Action Detection
  • 论文浏览(16) A Novel Online Action Detection Framework from Untrimmed Video Streams
  • 论文浏览(17) Actions as Moving Points

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