多目标跟踪MOT相关论文和代码资源列表

前言

这段时间在整理毕设，所以这里结合了SpyderXu分享的内容把多目标跟踪相关的文献资源共享一下，由于文章很多，所以我这里只整理3年以内的，对于年限久远的，这里只取提供了代码的和比较经典的。并且尽可能注释了相关算法在MOT数据集上的名称。各自算法的性能比较可以看论文以及MOT官网。

在线跟踪（Online)

Name	Source	Publication	Notes
Adopting Tubes to Track Multi-Object in a One-Step Training Model	[pdf] [code]	CVPR2020	TubeTK
Joint Detection and Multi-Object Tracking with Graph Neural Networks	[pdf]	arxiv(2020)	JDMOT_GNN
Graph Networks for Multiple Object Tracking	[pdf] [code]	WACV2020	GNMOT
Deep association: End-to-end graph-based learning for multiple object tracking with conv-graph neural network	[pdf]	ICMR2019	DAN
SQE: a Self Quality Evaluation Metric for Parameters Optimization in Multi-Object Tracking	[pdf]	arxiv(2020)	SQE
Autoregressive Trajectory Inpainting and Scoring for Tracking	[pdf]	CVPR2020	ArTIST
Multiple Object Tracking with Siamese Track-RCNN	[pdf]	arxiv(2020)	Siamese Track-RCNN
Online Single Stage Joint Detection and Tracking	[pdf]	CVPR2020	RetinaTrack
A Simple Baseline for Multi-Object Tracking	[pdf][code]	arXiv(2019)	FairMOT
Tracking Objects as Points	[pdf] [code]	arXiv(2019)	CenterTrack
Refinements in Motion and Appearance for Online Multi-Object Tracking	[pdf] [code]	arXiv(2019)	MIFT
Multiple Object Tracking by Flowing and Fusing	[pdf]	arXiv(2019)	FFT
A Unified Object Motion and Affinity Model for Online Multi-Object Tracking	[pdf][code]	CVPR2020	UMA
DeepMOT:A Differentiable Framework for Training Multiple Object Trackers	[pdf] [code]	CVPR2020	DeepMOT
Online multiple pedestrian tracking using deep temporal appearance matching association	[pdf] [code]	arXiv(2019)	DD_TAMA19
Spatial-temporal relation networks for multi-object tracking	[pdf]	ICCV2019	STRN
Towards Real-Time Multi-Object Tracking	[pdf] [code]	arXiv(2019)	JDE(private)
Multi-object tracking with multiple cues and switcher-aware classification	[pdf]	arXiv(2019)	LSST
FAMNet: Joint learning of feature, affinity and multi-dimensional assignment for online multiple object tracking	[pdf]	ICCV2019	FAMNet
Online multi-object tracking with instance-aware tracker and dynamic model refreshment	[pdf]	WACV2019	KCF
Tracking without bells and whistles	[pdf] [code]	ICCV2019	Tracktor
MOTS: Multi-Object Tracking and Segmentation	[pdf] [code]	CVPR2019	Track R-CNN
Eliminating Exposure Bias and Metric Mismatch in Multiple Object Tracking	[pdf] [code]	CVPR2019	SAS_MOT17
Deep affinity network for multiple object tracking	[pdf] [code]	PAMI(2019)	DAN
Recurrent autoregressive networks for online multi-object tracking	[pdf]	WACV2018	RAN
Real-time multiple people tracking with deeply learned candidate selection and person re-identification	[pdf] [code]	ICME2018	MOTDT
Online multi-object tracking with dual matching attention networks	[pdf] [code]	ECCV2018	DMAN
Extending IOU Based Multi-Object Tracking by Visual Information	[pdf] [code]	AVSS2018	V-IOU
Online Multi-target Tracking using Recurrent Neural Networks	[pdf] [code]	AAAI2017	MOT-RNN
Detect to Track and Track to Detect	[pdf] [code]	ICCV2017	D&T(private)
Online multi-object tracking using CNN-based single object tracker with spatial-temporal attention mechanism	[pdf]	ICCV2017	STAM
Tracking the untrackable: Learning to track multiple cues with long-term dependencies	[pdf]	ICCV2017	AMIR
Simple online and realtime tracking with a deep association metric	[pdf] [code]	ICIP2017	DeepSort
High-speed tracking-by-detection without using image information	[pdf] [code]	AVSS2017	IOU Tracker
Simple online and realtime tracking	[pdf] [code]	ICIP2016	Sort
Temporal dynamic appearance modeling for online multi-person tracking	[pdf]	CVIU(2016)	TDAM
Online multi-object tracking via structural constraint event aggregation	[pdf]	CVPR2016	SCEA
Online Multi-Object Tracking Via Robust Collaborative Model and Sample Selection	[pdf] [code]	CVIU2016	RCMSS
Learning to Track: Online Multi-Object Tracking by Decision Making	[pdf] [code]	ICCV2015	MDP
Learning to Divide and Conquer for Online Multi-Target Tracking	[pdf] [code]	ICCV2015	LDCT
Robust online multi-object tracking based on tracklet confidence and online discriminative appearance learning	[pdf] [code]	CVPR2014	CMOT
The Way They Move: Tracking Targets with Similar Appearance	[pdf] [code]	ICCV2013	SMOT
Online Multi-Person Tracking by Tracker Hierarchy	[pdf] [code]	AVSS2012	OMPTTH

离线跟踪（Batch)

Name	Source	Publication	Notes
Lifted Disjoint Paths with Application in Multiple Object Tracking	[pdf] [code]	ICML2020	Lif_T
Learning non-uniform hypergraph for multi-object tracking	[pdf]	AAAI2019	NT
Learning a Neural Solver for Multiple Object Tracking	[pdf] [code]	CVPR2020	MPNTracker
Deep learning of graph matching	[pdf]	CVPR2018	深度图匹配
muSSP: Efficient Min-cost Flow Algorithm for Multi-object Tracking	[pdf] [code]	NIPS(2019)	muSSP
Exploit the connectivity: Multi-object tracking with trackletnet	[pdf] [code]	ACM mm 2019	TNT(eTC)
Multiple people tracking using body and joint detections	[pdf]	CVPRW2019	JBNOT
Aggregate Tracklet Appearance Features for Multi-Object Tracking	[pdf]	SPL(2019)	NOTA
Customized multi-person tracker	[pdf]	ACCV2018	HCC
Multi-object tracking with neural gating using bilinear lstm	[pdf]	ECCV2018	MHT_bLSTM
Trajectory Factory: Tracklet Cleaving and Re-connection by Deep Siamese Bi-GRU for Multiple Object Tracking	[pdf]	ICME2018	GCRE
Multiple People Tracking with Lifted Multicut and Person Re-identification	[pdf]	CVPR2017	LMP
Deep network flow for multi-object tracking	[pdf]	CVPR2017	-
Non-markovian globally consistent multi-object tracking	[pdf] [code]	ICCV2017	-
Multi-Object Tracking with Quadruplet Convolutional Neural Networks	[pdf]	CVPR2017	Quad-CNN
Enhancing detection model for multiple hypothesis tracking	[pdf]	CVPRW2017	EDMT
POI: Multiple Object Tracking with High Performance Detection and Appearance Feature	[pdf]	ECCV2016	KNDT
Multiple hypothesis tracking revisited	[pdf] [code]	ICCV2015	MHT-DAM
Near-Online Multi-target Tracking with Aggregated Local Flow Descriptor	[pdf]	ICCV2015	NOMT
On Pairwise Costs for Network Flow Multi-Object Tracking	[pdf] [code]	CVPR2015	-
Multiple Target Tracking Based on Undirected Hierarchical Relation Hypergraph	[pdf] [code]	CVPR2014	H2T
Continuous Energy Minimization for Multi-Target Tracking	[pdf] [code]	CVPR2014	CEM
GMCP-Tracker: Global Multi-object Tracking Using Generalized Minimum Clique Graphs	[pdf] [code]	ECCV2012	GMCP
Multiple Object Tracking using K-Shortest Paths Optimization	[pdf] [code]	PAMI2011	KSP
Global data association for multi-object tracking using network flows	[pdf] [code]	CVPR2008	-

跨摄像头跟踪（MTMC）

Name	Source	Publication	Notes
Locality Aware Appearance Metric for Multi-Target Multi-Camera Tracking	[pdf] code	CVPR2019 Workshop	LAAM
CityFlow: A City-Scale Benchmark for Multi-Target Multi-Camera Vehicle Tracking and Re-Identification	[pdf]	CVPR2019	CityFlow
Features for multi-target multi-camera tracking and re-identification	[pdf] [code]	CVPR2018	DeepCC(MTMC)
Rolling Shutter and Radial Distortion Are Features for High Frame Rate Multi-Camera Tracking	[pdf]	CVPR2018	-
Towards a Principled Integration of Multi-Camera Re-Identification andTracking through Optimal Bayes Filters	[pdf] [code]	CVPR2017	towards-reid-tracking

3D&多模态跟踪

Name	Source	Publication	Notes
Joint 3D Tracking and Forecasting with Graph Neural Network and Diversity Sampling	[pdf] [code]	arxiv	GNNTrkForecast
Graph Neural Network for 3D Multi-Object Tracking with Multi-Feature Learning	[pdf] [code]	CVPR2020	GNN3DMOT
Robust Multi-Modality Multi-Object Tracking	[pdf] [code]	ICCV2019	mmMOT
A baseline for 3D Multi-Object Tracking	[pdf] [code]	arXiv	-