/Awesome-Object-Tracking-Reference

Awesome Object Trakcing Reference using Deep Learning

##Overview

Recentrly There are This repo is for the breife overview for O

Deep Learning Framework

Tensorflow - Google Pytorh - Facebook Mxnet - Microsoft TensorRT - Nvidia Darknet??

##Object tracking Architecture

JDE (Joint Detection and Embedding) Model

SDE

Object tracking sub-tasks

VOD(Video Object Detection)

SOT(Single Object Tracking)

MOT(Multiple Object Tracking)

VOS or VIS (Video Object or Instance Segmentation )

MOTS(Multi-Object Tracking and Segmentation)

Object Tracking Algorithms

Yolo4 + Deepsort (https://github.com/theAIGuysCode/yolov4-deepsort)

RTS (ECCV 2022, https://arxiv.org/abs/2203.11191)

ToMP (CVPR 2022, https://arxiv.org/abs/2203.11192)

KeepTrack(ICCV 2021, https://arxiv.org/abs/2103.16556)

LWL (ECCV 2020, https://arxiv.org/pdf/2003.11540.pdf)

KYS (ECCV 2020, https://arxiv.org/pdf/2003.11014.pdf)

PrDiMP (CVPR 2020, https://arxiv.org/pdf/2003.12565)

DiMP (ICCV 2019, https://arxiv.org/pdf/1904.07220 )

ATOM (CVPR 2019, https://arxiv.org/pdf/1811.07628)

E.T.Track (WACV 2023, https://arxiv.org/abs/2112.09686)

SORT/DeepSORT (ICIP 2016/2017)

Tracktor (ICCV 2019)

QDTrack (CVPR 2021)

ByteTrack (ECCV 2022)

OC-SORT (arXiv 2022)

SiameseRPN++ (CVPR 2019)

STARK (ICCV 2021)

MixFormer (CVPR 2022)

Towards Realtime MOT (https://github.com/Zhongdao/Towards-Realtime-MOT)

Unicorn (https://github.com/MasterBin-IIAU/Unicorn)

Ocean (ECEV 2020)

SiamDW (CVPR 2019)

FairMot

Re Identification

Torchreid (https://github.com/KaiyangZhou/deep-person-reid)

Pytorch ReID (https://github.com/layumi/Person_reID_baseline_pytorch)

bpbreid (https://github.com/vlsomers/bpbreid)

Courses

StackAubse (https://stackabuse.com/courses/practical-deep-learning-for-computer-vision-with-python/)

Reference

Single Object Tracking: A survey of Methods, Datasets, and Evalutation Metrics (Research by Zahra et al., https://arxiv.org/pdf/2201.13066.pdf)

mmTracking (https://github.com/open-mmlab/mmtracking)

pyTracking (https://github.com/visionml/pytracking)

PaddleDetection (https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot)

Trackit (https://github.com/researchmm/TracKit)