Adaptive Selection based Referring Image Segmentation

This is an official PyTorch implementation of ASDA (accepted by ACMMM 2024).

News

[July 16, 2024] The paper is accepted by ACMMM 2024🎉.
[Oct 22, 2024] Pytorch implementation of ASDA is released.

Main Results

Main results on RefCOCO

Model	Backbone	val	test A	test B
CRIS	ResNet101	70.47	73.18	66.10
ASDA	ViT-B	75.06	77.14	71.36

Main results on RefCOCO+

Model	Backbone	val	test A	test B
CRIS	ResNet101	62.27	68.08	53.68
ASDA	ViT-B	66.84	71.13	57.83

Main results on G-Ref

Model	Backbone	val(U)	test(U)	val(G)
CRIS	ResNet101	59.87	60.36	-
ASDA	ViT-B	65.73	66.45	63.55

Quick Start

Environment preparation

conda create -n ASDA python=3.6 -y
conda activate ASDA
# install pytorch according to your cuda version
# don't change version of torch, or it may occur conflict
conda install pytorch==1.10.0 torchvision==0.11.0 torchaudio==0.10.0 cudatoolkit=11.3 -c pytorch -c conda-forge 

pip install -r requirements.txt

Dataset Preparation

1. Download the COCO train2014 to ASDA/ln_data/images.

wget https://pjreddie.com/media/files/train2014.zip

2. Download the RefCOCO, RefCOCO+, RefCOCOg to ASDA/ln_data.

mkdir ln_data && cd ln_data
# The original link bvisionweb1.cs.unc.edu/licheng/referit/data/refclef.zip is no longer valid, we have uploaded it to Google Drive (https://drive.google.com/file/d/1AnNBSL1gc9uG1zcdPIMg4d9e0y4dDSho/view?usp=sharing)
wget 'https://drive.usercontent.google.com/download?id=1AnNBSL1gc9uG1zcdPIMg4d9e0y4dDSho&export=download&authuser=0&confirm=t&uuid=be656478-9669-4b58-ab23-39f196f88c07&at=AN_67v3n4xwkPBdEQ9pMlwonmhrH%3A1729591897703' -O refcoco_all.zip
unzip refcoco_all.zip

3. Run data.sh to generate the annotations.

mkdir dataset && cd dataset
bash data.sh

Training & Testing

bash train.sh 0,1
bash test.sh 0

License

This project is under the MIT license. See LICENSE for details.

Acknowledgement

Thanks for a lot of codes from CRIS, VLT, ViTDet.

Citation

If you find our work useful in your research, please consider citing:

@inproceedings{yue2024adaptive,
  title={Adaptive Selection based Referring Image Segmentation},
  author={Yue, Pengfei and Lin, Jianghang and Zhang, Shengchuan and Hu, Jie and Lu, Yilin and Niu, Hongwei and Ding, Haixin and Zhang, Yan and JIANG, GUANNAN and Cao, Liujuan and others},
  booktitle={ACM Multimedia 2024}
}

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