prajwalchidananda / honline

Online Generative Model Personalization for Hand Tracking

Online Generative Model Personalization for Hand Tracking

• Video: http://lgg.epfl.ch/publications/2017/HOnline/video.mp4
• Paper PDF: http://lgg.epfl.ch/publications/2017/HOnline/paper.pdf
• Dataset: http://lgg.epfl.ch/publications/2017/HOnline/guess-who.zip

Disclaimer

To obtain the results shown in the video proper hardware is necessary:

• Windows 10
• Intel Core i7 @4GhZ
• CUDA Graphic card (NVIDIA GTX1080 used in our demo)
• Inter RealSense depth camera

Other notes:

• note the software must be compiled in 64bits
• Wristband color calibration (make sure the wristband is detected robustly otherwise the tracking might not perform as effectively, you can check this by enabling "show wband" in the hmodel_atb application)

BibTex

@article{tkach2017online, title={Online generative model personalization for hand tracking}, author={Tkach, Anastasia and Tagliasacchi, Andrea and Remelli, Edoardo and Pauly, Mark and Fitzgibbon, Andrew}, journal={ACM Transactions on Graphics (TOG)}, volume={36}, number={6}, pages={243}, year={2017}, publisher={ACM} }

Running "Teaser" Sequence

in honline/apps/honline_atb/main.cpp

• change 90 | worker.settings->sequence_path to the path to teaser dataset in you machine
• change 91 | worker.settings->data_path to the path to honline/data/ folder on your machine
• set 98| bool benchmarkto true

Running Live

in honline/apps/honline_atb/main.cpp

• set 98 | bool benchmark to false
• wear a blue wristband and make sure that the wristband is always in the view of the sensor

Tracking

Tracking on a fast machine

• worker.settings->calibration_type = NONE
• worker.E_fitting.settings->fit2D_outline_enable = true
• worker.settings->termination_max_iters = 8

Tracking on a slow machine

• worker.settings->calibration_type = NONE
• worker.E_fitting.settings->fit2D_outline_enable = false
• worker.settings->termination_max_iters = 6

Calibration

Independent

• worker.settings->calibration_type = FULL;

Standard Kalman Filter

• worker.settings->calibration_type = FULL;
• worker.settings->run_kalman_filter = true;
• worker.settings->kalman_filter_type = STANDARD;
• worker.settings->display_estimated_certainty = true;

Extended Kalman Filter

• worker.settings->calibration_type = FULL;
• worker.settings->run_kalman_filter = true;
• worker.settings->kalman_filter_type = EXTENDED;
• worker.settings->display_estimated_certainty = true;

Batch

To add every 30th frame to batch solve

• worker.settings->frames_interval_between_measurements = 30;

To add the current frame to batch solve

• press "A"

To start batch solve

• press "B"

To run more iterations of batch solve

• press "B"

To stop batch solve and resume tracking (the system sometimes crashes at this point)

• press "Shift + B"

Batch Online

• worker.settings->calibration_type = FULL;
• worker.settings->run_batch_solver = true;
• worker.settings->use_online_betas_for_batch_solver = true;

Batch Offline

• worker.settings->calibration_type = NONE;
• worker.settings->run_batch_solver = true;
• worker.settings->use_online_betas_for_batch_solver = false;

Manual Uniform Scaling

• Press "1" to make the model bigger
• Press "2" to make the model smaller
• Press "3" to make the model wider
• Press "4" to make the model narrower
• Press "5" to make the model thicker
• Press "6" to make the model thinner