mvondracek
commented
5 years ago Pedestrian Tracking
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Automation of Pedestrian Tracking in a Crowded Situation https://arxiv.org/ftp/arxiv/papers/1609/1609.01710.pdf - background model + foreground separation, probabilty and histogram tracking of foreground objects
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Robust Multi-view Pedestrian Tracking Using Neural Networks https://arxiv.org/ftp/arxiv/papers/1704/1704.06370.pdf - background model + foreground separation, PHOG (pyramid histogram of oriented gradients) features to NN
Pedestrian Detection
- OpenPose https://github.com/CMU-Perceptual-Computing-Lab/openpose
- Multi-Person Pose Estimation in OpenCV using OpenPose https://www.learnopencv.com/multi-person-pose-estimation-in-opencv-using-openpose/
- Deep Learning based Human Pose Estimation using OpenCV (C++ / Python) https://www.learnopencv.com/deep-learning-based-human-pose-estimation-using-opencv-cpp-python/
Triangulation
- Multi-view 3D Reconstruction for Dummies https://www.csie.ntu.edu.tw/~cyy/courses/vfx/16spring/lectures/handouts/SFMedu_brief.pdf
- OpenCV Triangulation cv::sfm::triangulatePoints https://docs.opencv.org/3.4/d0/dbd/group__triangulation.html
- OpenCV Camera Calibration and 3D Reconstruction https://docs.opencv.org/2.4/modules/calib3d/doc/camera_calibration_and_3d_reconstruction.html
- Targeting Part 5: Distance (Angles+Triangulation) Using OpenCV and Python3 https://www.youtube.com/watch?v=sW4CVI51jDY
Datasets
- Data61 Pedestrian Dataset https://doi.org/10.4225/08/596eb29f45bbf
- MPII Human Pose Dataset http://human-pose.mpi-inf.mpg.de/
- Human Pose Evaluator Dataset http://www.robots.ox.ac.uk/~vgg/data/pose_evaluation/
- COCO http://cocodataset.org
Search for existing solutions, datasets for evaluation, and relevant information sources.