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Human Detection and Segmentation via Multi-view Consensus
This is the source code for the ICCV 2021 paper "Human Detection and Segmentation via Multi-view Consensus".
<p align="center"> <img src="multiview_consensus.png" width="50%" height="50%"> </p>Dependencies
<li> Python 3.6 <li> PyTorch 1.5 <li> Cuda 9.2Dataset
Please contact the authors (isinsu.katircioglu@gmail.com, joerg.spoerri@balgrist.ch) to have access to the Ski-PTZ dataset.
Training
- Download the Ski-PTZ dataset. The dataset should include subfolders named Videos_small, Videos, Data and Segmentation_masks.
- Change the dataset path in datasets/dataset_factory.py.
- Download the pre-trained models.
- Create a folder named pretrained in the cloned directory and put the pre-trained models inside.
You can start training with the following command:
$ cd src
$ python configs/run_config.py configs/config_dict_mvc_ski.py
Citation
Please cite the paper in your publications if it helps your research:
@inproceedings{Katircioglu21,
Author = {I. Katircioglu and H. Rhodin and J. Sp{\"o}rri and M. Salzmann and P. Fua},
Booktitle = ICCV,
Title = {{Human Detection and Segmentation via Multi-view Consensus}},
Year = 2021}