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Awesome-Multi-Object-Tracking-and-Segmentation

Awesome

This repository contains a collection of resources on Multi-object Tracking and Segmentation.

Contents

Task

MOTS: Multi-Object Tracking and Segmentation [paper] [homepage] CVPR 2019

Datasets

MOTSChallenge [paper] [dataset] CVPR 2019

KITTI MOTS [paper] [dataset] CVPR 2019 (large/popular)

BDD100K MOTS [paper] [dataset] CVPR 2020 (large/popular)

KITTI Synth [paper] [non-public dataset] CVPR 2020 (large/semi-automatically labeled)

APOLLO MOTS [paper] [dataset] ECCV 2020 oral (large)

MOTSynth [paper] [benchmark] ICCV 2021 (large/synthetic data)

Algorithm Papers

2019

TrackR-CNN: MOTS: Multi-Object Tracking and Segmentation [paper] [code] CVPR 2019 (baseline)

2020

MOTSNet: Learning Multi-Object Tracking and Segmentation from Automatic Annotations [paper] CVPR 2020

STEm-Seg: Spatio-temporal Embeddings for Instance Segmentation in Videos [paper] [code] ECCV 2020

PointTrack: Segment as Points for Efficient Online Multi-Object Tracking and Segmentation [paper] [code] ECCV 2020 oral

MOTSFusion: Track to Reconstruct and Reconstruct to Track [paper] [code] RA-L 2020

2021

TraDeS: Track To Detect and Segment: An Online Multi-Object Tracker [paper] [code] CVPR 2021

QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking [paper] [code] CVPR 2021 oral

CCP: Continuous Copy-Paste for One-stage Multi-object Tracking and Segmentation [paper] [code] ICCV 2021

PCAN: Prototypical Cross-Attention Networks for Multiple Object Tracking and Segmentation [paper] [code] NeurIPS 2021

EagerMOT: 3D Multi-Object Tracking via Sensor Fusion [paper] [code] ICRA 2021

PointTrack V2: Segment as Points for Efficient and Effective Online Multi-Object Tracking and Segmentation [paper] [code] TPAMI 2021

2022

MPNTrackSeg: Multi-Object Tracking and Segmentation via Neural Message Passing [paper] [code] IJCV 2022

OPITrack: An Object Point Set Inductive Tracker for Multi-Object Tracking and Segmentation [paper] TIP 2022

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Resources for Multi-Object Tracking and Segmentation (MOTS)

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