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
- DLA/DCN/DCNv2
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
- 论文浏览(18) Learning to Discriminate Information for Online Action Detection
- 论文浏览(19) Temporal Action Detection with Structured Segment Networks
- 论文浏览(20) Video Classification with Channel-Separated Convolutional Networks
- 论文浏览(21) SCSampler: Sampling Salient Clips From Video for Efficient Action Recognition
- 论文浏览(22) TEINet: Towards an Efficient Architecture for Video Recognition
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
- DLA/DCN/DCNv2
- 论文浏览(18) Learning to Discriminate Information for Online Action Detection
- 论文浏览(19) Temporal Action Detection with Structured Segment Networks
- 论文浏览(20) Video Classification with Channel-Separated Convolutional Networks
- 论文浏览(21) SCSampler: Sampling Salient Clips From Video for Efficient Action Recognition
- 论文浏览(22) TEINet: Towards an Efficient Architecture for Video Recognition