Multi Camera Calibration

Overview

Multi Camera Calibration

  1. 'modules/camera_calibration/app/camera_calibration.cpp' is for calculating extrinsic parameter of each individual cameras.
  2. 'modules/camera_calibration/app/HandEyeCalibration.cpp' is the implmentation of multi-camera hand-eye calibration algorithm.

Usage

  1. Pre-calibrate the intrinsic parameters of each camera with arbitary open-sourced methods, e.g. rosrun camera_calibration cameracalibrator.py ...
  2. Use modified config file (e.g parameter/AGV_calib/extrinsic_17023550.xml), change the input path, pattern size, number of corners, number of images to be extrinsically calibrated and intrinsics. Select the options of using pre-computed camera model or not, and moving cameras or calibration target.
  3. Run: ./camera_calibration settingFilePath SavePath, rename the TrajectoryByCV.txt as you wish.
  4. Formulate the captured trajectory from tracking system as timestamp tx ty tz qx qy qz qw into file TrajectoryByGT.txt:
     double timestamp; // second
     double tx ty tz; // give the position
     double qx qy qz qw; // give the orientation in quaternion format
    
  5. Modify the config file (e.g parameter/multi_extrinsic_handeye.yaml).
     int NumOfMeasures; // How many measurements will be used for calibration
     bool UseMultiCam; // Use our proposed method or existing single hand-eye/robot-world algorithms
     bool HandeyeSolver; // Type of Solver: Shah[0] Li[1]
    
  6. Run: ./handeye_camera_calibration settingFilePath GTFilePath_1 TrajectoryFile_1 GTFilePath_2 TrajectoryFile_2 ...

Video

[Experiments Video](coming soon)

References

[1] Yifu Wang*, Wenqing Jiang*, Kun Huang, S oren Schwertfeger and Laurent Kneip. "Accurate calibration ofmulti-perspective cameras from a generalization of the hand-eye constraint" , 2022 IEEE International conference on robotics and automation (ICRA).

Auto HMM: Automatic Discrete and Continous HMM including Model selection

Auto HMM: Automatic Discrete and Continous HMM including Model selection

Chess_champion 29 Dec 07, 2022
[CVPR 2021] "Multimodal Motion Prediction with Stacked Transformers": official code implementation and project page.

mmTransformer Introduction This repo is official implementation for mmTransformer in pytorch. Currently, the core code of mmTransformer is implemented

DeciForce: Crossroads of Machine Perception and Autonomy 232 Dec 31, 2022
Virtual Dance Reality Stage is a feature that offers you to share a stage with another user virtually.

Virtual Dance Reality Stage is a feature that offers you to share a stage with another user virtually. It uses the concept of Image Background Removal using DeepLab Architecture (based on Semantic Se

Devashi Choudhary 5 Aug 24, 2022
An AutoML Library made with Optuna and PyTorch Lightning

An AutoML Library made with Optuna and PyTorch Lightning Installation Recommended pip install -U gradsflow From source pip install git+https://github.

GradsFlow 294 Dec 17, 2022
The official implementation of NeurIPS 2021 paper: Finding Optimal Tangent Points for Reducing Distortions of Hard-label Attacks

Introduction This repository includes the source code for "Finding Optimal Tangent Points for Reducing Distortions of Hard-label Attacks", which is pu

machen 11 Nov 27, 2022
๐ŸŒณ A Python-inspired implementation of the Optimum-Path Forest classifier.

OPFython: A Python-Inspired Optimum-Path Forest Classifier Welcome to OPFython. Note that this implementation relies purely on the standard LibOPF. Th

Gustavo Rosa 30 Jan 04, 2023
Explaining Hyperparameter Optimization via PDPs

Explaining Hyperparameter Optimization via PDPs This repository gives access to an implementation of the methods presented in the paper submission โ€œEx

2 Nov 16, 2022
VGGVox models for Speaker Identification and Verification trained on the VoxCeleb (1 & 2) datasets

VGGVox models for speaker identification and verification This directory contains code to import and evaluate the speaker identification and verificat

338 Dec 27, 2022
Doge-Prediction - Coding Club prediction ig

Doge-Prediction Coding Club prediction ig Basically: Create an application that

1 Jan 10, 2022
AttGAN: Facial Attribute Editing by Only Changing What You Want (IEEE TIP 2019)

News 11 Jan 2020: We clean up the code to make it more readable! The old version is here: v1. AttGAN TIP Nov. 2019, arXiv Nov. 2017 TensorFlow impleme

Zhenliang He 568 Dec 14, 2022
GAN Image Generator and Characterwise Image Recognizer with python

MODEL SUMMARY ๋ชจ๋ธ์˜ ๊ตฌ์กฐ๋Š” ํฌ๊ฒŒ 6๋‹จ๊ณ„๋กœ ๋‚˜๋‰ฉ๋‹ˆ๋‹ค. STEP 0: Input Image Predict ํ•  ์ด๋ฏธ์ง€๋ฅผ ๋ชจ๋ธ์— ์ž…๋ ฅํ•ฉ๋‹ˆ๋‹ค. STEP 1: Make Black and White Image STEP 1 ์€ ์ž…๋ ฅ๋ฐ›์€ ์ด๋ฏธ์ง€์˜ ๊ธ€์ž๋ฅผ ํ‘์ƒ‰์œผ๋กœ, ๋ฐฐ๊ฒฝ์„

Juwan HAN 1 Feb 09, 2022
[CVPR2021] De-rendering the World's Revolutionary Artefacts

De-rendering the World's Revolutionary Artefacts Project Page | Video | Paper In CVPR 2021 Shangzhe Wu1,4, Ameesh Makadia4, Jiajun Wu2, Noah Snavely4,

49 Nov 06, 2022
Source code for deep symbolic optimization.

Update July 10, 2021: This repository now supports an additional symbolic optimization task: learning symbolic policies for reinforcement learning. Th

Brenden Petersen 290 Dec 25, 2022
[NeurIPS-2021] Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation

Efficient Graph Similarity Computation - (EGSC) This repo contains the source code and dataset for our paper: Slow Learning and Fast Inference: Effici

23 Nov 11, 2022
Implementation of UNet on the Joey ML framework

Independent Research Project - Code Joey can be cloned from here https://github.com/devitocodes/joey/. Devito and other dependencies such as PyTorch a

Navjot Kukreja 1 Oct 21, 2021
Embeds a story into a music playlist by sorting the playlist so that the order of the music follows a narrative arc.

playlist-story-builder This project attempts to embed a story into a music playlist by sorting the playlist so that the order of the music follows a n

Dylan R. Ashley 0 Oct 28, 2021
Depression Asisstant GDSC Challenge Solution

Depression Asisstant can help you give solution. Please using Python version 3.9.5 for contribute.

Ananda Rauf 1 Jan 30, 2022
Simple tutorials on Pytorch DDP training

pytorch-distributed-training Distribute Dataparallel (DDP) Training on Pytorch Features Easy to study DDP training You can directly copy this code for

Ren Tianhe 188 Jan 06, 2023
Codebase for Diffusion Models Beat GANS on Image Synthesis.

Codebase for Diffusion Models Beat GANS on Image Synthesis.

Katherine Crowson 128 Dec 02, 2022
Pytorch implementation of Learning with Opponent-Learning Awareness

Pytorch implementation of Learning with Opponent-Learning Awareness using DiCE

Alexis David Jacq 82 Sep 15, 2022