Skip to content

Collection of papers, code, notebooks, datasets and other resources for Multi Object Tracking (Vehicle tracking, Pedestrian tracking) | Google colab

Notifications You must be signed in to change notification settings

hardik0/Multi-Object-Tracking-Google-Colab

Repository files navigation

Multi Object Tracking | Google-Colab Colaboratory logo

Collection of papers, code, datasets, and other resources for multi object tracking | Google colab

Joint-Detection

  • DEFT: Detection Embeddings for Tracking [ax2102] [arxiv] [pdf] [notes] [code] [pytorch]

Identity Embedding

  • A Simple Baseline for Multi-Object Tracking [ax2004] [pdf] [notes] [code]

  • Integrated Object Detection and Tracking with Tracklet-Conditioned Detection [ax1811] [pdf] [notes]

Association

  • Deep Affinity Network for Multiple Object Tracking [ax1810/tpami19] [pdf] [notes] [code] [pytorch]

Deep Learning

  • Online Multi-Object Tracking Using CNN-based Single Object Tracker with Spatial-Temporal Attention Mechanism [ax1708/iccv17] [pdf] [arxiv] [notes]

  • Online multi-object tracking with dual matching attention networks [ax1902/eccv18] [pdf] [arxiv] [notes] [code]

  • FAMNet Joint Learning of Feature, Affinity and Multi-Dimensional Assignment for Online Multiple Object Tracking [iccv19] [pdf] [notes]

  • Exploit the Connectivity: Multi-Object Tracking with TrackletNet [ax1811/mm19] [pdf] [notes]

  • Tracking without bells and whistles [ax1903/iccv19] [pdf] [notes] [code] [pytorch]

    • Train object detector (Faster-RCNN with FPN)

RNN

  • Tracking The Untrackable: Learning To Track Multiple Cues with Long-Term Dependencies [ax1704/iccv17] [Stanford] [pdf] [notes] [arxiv] [project],
  • Multi-object Tracking with Neural Gating Using Bilinear LSTM [eccv18] [pdf] [notes]
  • Eliminating Exposure Bias and Metric Mismatch in Multiple Object Tracking [cvpr19] [pdf] [notes] [code]

Unsupervised Learning

  • Unsupervised Person Re-identification by Deep Learning Tracklet Association [ax1809/eccv18] [pdf] [notes]
  • Tracking by Animation: Unsupervised Learning of Multi-Object Attentive Trackers [ax1809/cvpr19] [pdf] [arxiv] [notes] [code]
  • Simple Unsupervised Multi-Object Tracking [ax2006] [pdf] [notes]

Reinforcement Learning

Network Flow

Graph Optimization

  • A Multi-cut Formulation for Joint Segmentation and Tracking of Multiple Objects [ax1607] [highest MT on MOT2015] [University of Freiburg, Germany] [pdf] [arxiv] [author] [notes]

Baseline

  • High-Speed Tracking-by-Detection Without Using Image Information [avss17] [pdf] [notes] [code]

Metrics

  • HOTA A Higher Order Metric for Evaluating Multi-object Tracking [ijcv20/08] [pdf] [notes] [code]

Multi Object Tracking Datasets

Acknowledgements

About

Collection of papers, code, notebooks, datasets and other resources for Multi Object Tracking (Vehicle tracking, Pedestrian tracking) | Google colab

Topics

Resources

Stars

Watchers

Forks