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video-classification's Introduction

视频分类模型整理

视频特征

Handcrafted Feature

  • HOG(Histogram of Grident)
  • HOF(Histogram of Feature)
  • BoF(Bag of Feature)
  • Dense Point Trajectory
  • Motion Boundary History(MBH)
  • Trajectory Fisher Vector

Spatial-Temporal Feature

  • ConvNet Feature
  • Stacked OpticalFlow

Audio Feature

  • MFCC

视频分类方法

Trajectory-Based

  • Action Recognition by Dense Trajectories. [Paper] [Code]
  • Dense trajectories and motion boundary descriptors for action recognition. [Paper] [Python Code]

CNN-based

  • Large-scale Video Classification with Convolutional Neural Network. [Project]
  • Learning SpatialTemporal Feautres with 3D Convolutional Networks. [Paper]
  • 3D Convolutional Neural Networks for Human Action Recognition. [Paper]
  • Two-Stream Convolutional Networks for Action Recognition in Videos. [Paper][Code]
  • Two-Stream SR-CNNs for Action Recognition in Videos. [Paper][Code]
  • Trajectory-Pooled Deep Convolutional Descriptor. [Paper]
  • Temporal Segment Networks: Towards Good Practices for Deep Action Recognition. [Paper]
  • Learnable pooling with Context Gating for video classification.

动作检测

  • Finding Action Tubes. [Paper] [Code]
  • Multi-region Two-Stream R-CNN for Action Detection.
  • Temporal Action Detection with Structured Segment Networks.
  • UntrimmedNets for Weakly Supervised Action Recognition and Detection
  • R-CNNs for Pose Estimation and Action Detection.

特征融合

  • Multi-Stream Multi-Class Fusion of Deep Networks for Video Classification. [Paper]
  • Real-time Action Recognition with Enhanced Motion Vector CNNs.[Project]
  • Convolutional Two-Stream Network Fusion for Video Action Recognition. [Paper][Code]
  • ActionVLAD: Learning spatio-temporal aggregation for action classification. [Project]

video-classification's People

Contributors

lynphoenix avatar yehao avatar liushuchun avatar

Watchers

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