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dcfm's Introduction

DCFM

The official repo of the paper Democracy Does Matter: Comprehensive Feature Mining for Co-Salient Object Detection.

Environment Requirement

create enviroment and intall as following: pip install -r requirements.txt

Data Format

trainset: CoCo-SEG

testset: CoCA, CoSOD3k, Cosal2015

Put the CoCo-SEG, CoCA, CoSOD3k and Cosal2015 datasets to DCFM/data as the following structure:

DCFM
   ├── other codes
   ├── ...
   │ 
   └── data
         
         ├── CoCo-SEG (CoCo-SEG's image files)
         ├── CoCA (CoCA's image files)
         ├── CoSOD3k (CoSOD3k's image files)
         └── Cosal2015 (Cosal2015's image files)

Trained model

trained model can be downloaded from papermodel.

Run test.py for inference.

The evaluation tool please follow: https://github.com/zzhanghub/eval-co-sod

Usage

Download pretrainde backbone model VGG.

Run train.py for training.

Prediction results

The co-saliency maps of DCFM can be found at preds.

Reproduction

reproductions by myself on 2080Ti can be found at reproduction1 and reproduction2.

reprodution by myself on TITAN X can be found at reproduction3.

Others

The code is based on GCoNet.

dcfm's People

Contributors

siyueyu avatar

Watchers

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