とりあえずサクッとググってみつかった結果のリンク集。

Object Detection

コンピュータビジョンの最新論文調査 キーポイントによる物体検出編 · DeNA Engineers' Blog

CenterNet(Object as Pointの方)

[1904.07850] Objects as Points

xingyizhou/CenterNet: Object detection, 3D detection, and pose estimation using center point detection:

CenterNet(Objects as Points)のオリジナルデータでの学習方法について - Qiita

CenterNet

CenterNet Explained | Papers With Code

[1904.08189v3] CenterNet: Keypoint Triplets for Object Detection

Duankaiwen/CenterNet: Codes for our paper "CenterNet: Keypoint Triplets for Object Detection" .

Multi-object Tracking(MOT)

time series multi object tracking with coordinates - Google Search

DeepSORT: Deep Learning to track custom objects in a video

abhitirumala/time-series-object-detection: A novel object detection algorithm that utilizes time series modeling and image classification to locate objects and movement

[D] What would you call object detection in time series : MachineLearning

abfarahani/Time-series-object-detection

Object Tracking | Papers With Code

Multiple Object Tracking | Papers With Code

Multi-Object Tracking | Papers With Code

[1905.02843] FANTrack: 3D Multi-Object Tracking with Feature Association Network

Towards Real-Time Multi-Object Tracking

[1909.12605] Towards Real-Time Multi-Object Tracking

Zhongdao/Towards-Realtime-MOT: Joint Detection and Embedding for fast multi-object tracking

PaddleDetection/configs/mot at release/2.1 · PaddlePaddle/PaddleDetection

論文まとめ：Towards Real-Time Multi-Object Tracking - Qiita

The latest in Machine Learning | Papers With Code

(8) Python: Real-time Multiple Object Tracking (MOT) with Yolov3, Tensorflow and Deep SORT [FULL COURSE] - YouTube

Python: Real-time Single & Multiple Custom Object Detection with Colab (GPU), Yolov3 and OpenCV - YouTube

カルマンフィルタ

カルマンフィルタの考え方 | Logics of Blue

カルマン フィルターを使用したオブジェクトの追跡 - MATLAB & Simulink - MathWorks 日本

カルマンフィルタ・予測・平滑化で状態を逐次推定する - Qiita

カルマンフィルタを用いた状態空間モデルの推定 - rmizutaの日記

SORT

【物体追跡】Multi Object trackingの解説【MOT】 - Qiita

[1602.00763] Simple Online and Realtime Tracking
https://arxiv.org/abs/1602.00763

abewley/sort: Simple, online, and realtime tracking of multiple objects in a video sequence.

Deep SORT

SORTの発展型

[1703.07402] Simple Online and Realtime Tracking with a Deep Association Metric

nwojke/deep_sort: Simple Online Realtime Tracking with a Deep Association Metric

DeepSORT: Deep Learning to track custom objects in a video

(1) DeepSORT - DEEP LEARNING applied to OBJECT TRACKING | OpenCV Python | Computer Vision |2021 - YouTube

(1) YOLOv3 + Deep Sort tracking by yehengchen - YouTube
yehengchen/Object-Detection-and-Tracking: Object Detection and Multi-Object Tracking
karolmajek/Object-Detection-and-Tracking: YOLO & RCNN Object Detection and Multi-Object Tracking

MOT w/Transformer

TrackFormer! Multi-Object Tracking with Transformers | AI-SCHOLAR | AI: (Artificial Intelligence) Articles and technical information media

Misc

(1) Demo of vehicle tracking and speed estimation at the 2nd AI City Challenge Workshop in CVPR 2018 - YouTube

Multi-Object Tracking | Papers With Code