Awesome-Dichotomous-Image-Segmentation

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Awesome-Dichotomous-Image-Segmentation

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An awesome collection of resources and papers on Dichotomous Image Segmentation.

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# Awesome Dichotomous Image Segmentation
🔥 An awesome collection of resources and papers on Dichotomous Image Segmentation (DIS).🔥

DIS | Medical DIS | HRSOD

**[Last updated at 2025/08]**

## 📚 Table of Contents:  
- [DIS](#DIS)
- [Medical DIS](#Medical-DIS)
- [HRSOD](#HRSOD)
- [Datasets](#Datasets)

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## DIS

### 2025

### 2024

### 2023

### 2022

| **Year** | **Pub.** | **Model** | **Title** | **Links** |
| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 2022 | ECCV | `IS-Net` | Highly Accurate Dichotomous Image Segmentation ![Static Badge](https://img.shields.io/badge/DIS5K--V1.0-grey) *Xuebin Qin, Hang Dai, Xiaobin Hu, Deng-Ping Fan, Ling Shao, Luc Van Gool* | [Paper](https://arxiv.org/abs/2203.03041)\|[Code](https://github.com/xuebinqin/DIS)\|[Proj](https://xuebinqin.github.io/dis/index.html)

## Medical DIS

| **Year** | **Pub.** | **Model** | **Title** | **Links** |
| :------: | :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 2023 | MICCAI | `IFE` | Instructive Feature Enhancement for Dichotomous Medical Image Segmentation ![Static Badge](https://img.shields.io/badge/Cosmos55k-grey) *Lian Liu, Han Zhou, Jiongquan Chen, Sijing Liu, Wenlong Shi, Dong Ni, Deng-Ping Fan, and Xin Yang* | [Paper](https://arxiv.org/abs/2306.03497)\|[Code](https://github.com/yezi-66/IFE)

## HRSOD
High-Resolution Salient Object Detection (HRSOD)

| **Year** | **Pub.** | **Model** | **Title** | **Links** |
| :------: | :------: | :------: |:----------------------------------------------------------- | :----------------------------------------------------------- |
| 2024 | ICML | `ESNet` | ESNet: Evolution and Succession Network for High-Resolution Salient Object Detection *Hongyu Liu, Runmin Cong, Hua Li, Qianqian Xu, Qingming Huang, Wei Zhang* | [Paper](https://openreview.net/forum?id=SERrqPDvoY)\|[Code](https://github.com/big-feather/ESNet_ICML24) 
| 2024 | arXiv | `PGNeXt` | PGNeXt: High-Resolution Salient Object Detection via Pyramid Grafting Network *Changqun Xia, Chenxi Xie, Zhentao He, Tianshu Yu, Jia Li* | [Paper](https://www.arxiv.org/abs/2408.01137)\|Code
| 2023 | ACM MM | `RMFormer` | Recurrent Multi-scale Transformer for High-Resolution Salient Object Detection ![Static Badge](https://img.shields.io/badge/HRS10K-grey) *Xinhao Deng, Pingping Zhang, Wei Liu, Huchuan Lu* | [Paper](https://dl.acm.org/doi/abs/10.1145/3581783.3611983)\|[Code](https://github.com/DrowsyMon/RMFormer) 
| 2022 | CVPR | `PGNet` | Pyramid Grafting Network for One-Stage High Resolution Saliency Detection ![Static Badge](https://img.shields.io/badge/UHRSD-grey) *Chenxi Xie, Changqun Xia, Mingcan Ma, Zhirui Zhao, Xiaowu Chen, Jia Li* | [Paper](https://openaccess.thecvf.com/content/CVPR2022/html/Xie_Pyramid_Grafting_Network_for_One-Stage_High_Resolution_Saliency_Detection_CVPR_2022_paper.html)\|[Code](https://github.com/iCVTEAM/PGNet)
| 2022 | ACCV | `InSPyReNet` | Revisiting Image Pyramid Structure for High Resolution Salient Object Detection *Taehun Kim, Kunhee Kim, Joonyeong Lee, Dongmin Cha, Jiho Lee, Daijin Kim* | [Paper](https://openaccess.thecvf.com/content/ACCV2022/html/Kim_Revisiting_Image_Pyramid_Structure_for_High_Resolution_Salient_Object_Detection_ACCV_2022_paper.html)\|[Code](https://github.com/plemeri/InSPyReNet)
| 2022 | Appl Intell | `DPPNet` | Dual-path Processing Network for High-resolution Salient Object Detection *Jun Wang, Qingpeng Yang, Shangqin Yang, Xiuli Chai & Wanjun Zhang* | [Paper](https://link.springer.com/article/10.1007/s10489-021-02971-6)\|[Code](https://github.com/YQP-CV/DPPNet) 
| 2021 | ICCV | `DHQSOD` | Disentangled High Quality Salient Object Detection *Lv Tang, Bo Li, Shouhong Ding, Mofei Song* | [Paper](https://openaccess.thecvf.com/content/ICCV2021/html/Tang_Disentangled_High_Quality_Salient_Object_Detection_ICCV_2021_paper.html)\|[Code](https://github.com/luckybird1994/HQSOD)
| 2021 | TIP | `DRFNet` | Looking for the Detail and Context Devils: High-Resolution Salient Object Detection *Pingping Zhang; Wei Liu; Yi Zeng; Yinjie Lei; Huchuan Lu* | [Paper](https://ieeexplore.ieee.org/abstract/document/9361432)\|Code
| 2019 | ICCV | `-` | Towards High-Resolution Salient Object Detection ![Static Badge](https://img.shields.io/badge/HRSOD-grey) *Yi Zeng, Pingping Zhang, Jianming Zhang, Zhe Lin, Huchuan Lu* | [Paper](https://openaccess.thecvf.com/content_ICCV_2019/html/Zeng_Towards_High-Resolution_Salient_Object_Detection_ICCV_2019_paper.html)\|[Code](https://github.com/yi94code/HRSOD)

## Datasets

| **Name** | **Year** | **Pub.** | **Desc.** | 
| :------: | :------: | :-------------- | :--------- |
| [DIS5K V1.0](https://github.com/xuebinqin/DIS) | 2022 | [ECCV](https://arxiv.org/abs/2203.03041) | 5,470 images, incl. 3,000, 470, and 2,000 for training, validation, and test.

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