This repository contains a collection of resources on Multi-object Tracking and Segmentation.
MOTS: Multi-Object Tracking and Segmentation [paper] [homepage] CVPR 2019
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)
TrackR-CNN: MOTS: Multi-Object Tracking and Segmentation [paper] [code] CVPR 2019 (baseline)
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
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
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
WMOTS: Weakly supervised multi-object tracking and segmentation [paper] WACV 2021 Workshop (task proposal/baseline)
STC-Seg: Solve the puzzle of instance segmentation in videos: A weakly supervised framework with spatio-temporal collaboration [paper] TCSVT 2022 (optical flow/depth estimation)
MaskFreeVIS: Mask-Free Video Instance Segmentation [paper] CVPR 2023 (VIS benchmark)
BoxMOTS: Toward High Quality Multi-Object Tracking and Segmentation Without Mask Supervision [paper] TIP 2024 (optical flow/shadow detection)