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Fully Convolutional Siamese Network for Scene Change Detection

img1

Requirements

Datasets

This repo is built for scene change detection. We report the performance on three datasets.

06/12/2018 update

We have uploaded the modified CD2014 dataset to [baiduyun][googledrive], if you find cd2014 dataset is useful for your research, please cite the paper:

@inproceedings{Goyette2012changedetection,
  title={changedetection.net: A New Change Detection Benchmark Dataset},
  author={Goyette, Nil and Jodoin, Pierre Marc and Porikli, Fatih and Konrad, Janusz and Ishwar, Prakash},
  booktitle={Computer Vision and Pattern Recognition Workshops},
  pages={1-8},
  year={2012},
}

Directory Structure

File Structure is as follows:

$T0_image_path/*.jpg
$T1_image_path/*.jpg
$ground_truth_path/*.jpg

Pretrained Model

Backbone model, which is deeplabv2 [baiduyun] [googledriver]in our work, is available, you should download it and put it to /pretrain

Pretrained models for PCD2015 and VL_CMU_CD also have been available.

Training

cd $SCD_ROOT
python train.py