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| Dataset | Time | Images | Format | Camera | Resolution | FOV | Institudes | Tasks |
|---|---|---|---|---|---|---|---|---|
| Kaggle | 2015 | 88k | jpeg | / | / | 50° | EyePACS | DR grading |
| Messidor | 2014 | 1200 | tiff | Topcpn TRC NW6 | 1440x960, 2240x1488, 2304x1536 |
45° | ADCIS | DR & DME grading |
| IDRiD | 2018 | 516/81 | jpg | Kowa VX-10α | 4288x2848 | 50° | CESIP | DR & DME grading / Typical DR lesions & optic disc detection / Optic disc and fovea center location |
| APTOS | 2019 | 13k | png | / | / | / | / | DR grading |
| DIARETDB0 | 2007 | 130 | jpg | / | 1500x1152 | 50° | / | DR lesions finding |
| DIARETDB1 | 2007 | 89 | jpg | / | 1500x1152 | 50° | / | DR lesions detection |
| ROC | 2007 | 100 | jpg | / | 768×576, 1058x1061, 1386×1391 |
45° | / | Microaneurysms detection |
| E-ophtha-EX | 2013 | 82 | jpeg | / | 2533x1696 | 45° | ADCIS | Exudates detection |
| E-ophtha-MA | 2013 | 381 | jpeg | / | 2533x1696 | 45° | ADCIS | Microaneurysms detection |
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Applications of Deep Learning in Fundus Images: A Review [pdf] [code]
- Tao Li, Wang Bo, Chunyu Hu, Hong Kang, Hanruo Liu, Kai Wang, Huazhu Fu. MIA 2021
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IDRiD: Diabetic Retinopathy – Segmentation and Grading Challenge [pdf] [code]
- Prasanna Porwal, Samiksha Pachade, Manesh Kokare. MIA 2020
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Computerised approaches for the detection of diabetic retinopathy using retinal fundus images: a survey [pdf]
- Toufique Ahmed Soomro, Junbin Gao, Tariq Khan. Pattern Anal Applic 2017
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Computer-aided diagnosis of diabetic retinopathy: A review [pdf]
- Muthu Rama Krishnan Mookiah, U. Rajendra Acharya, Chua Kuang Chua. Computers in Biology and Medicine 2013
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A Benchmark for Studying Diabetic Retinopathy: Segmentation, Grading, and Transferability [pdf] [code]
- Yi Zhou, Boyang Wang, Lei Huang, Shanshan Cui, Ling Shao. TMI 2020
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CABNet: Category Attention Block for Imbalanced Diabetic Retinopathy Grading [pdf] [code]
- Along He, Tao Li , Ning Li, Kai Wang, and Huazhu Fu. TMI 2020
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Collaborative learning of semi-supervised segmentation and classification for medical images [pdf]
- Yi Zhou, Xiaodong He, Lei Huang. CVPR 2019
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CANet: Cross-disease Attention Network for Joint Diabetic Retinopathy and Diabetic Macular Edema Grading [pdf] [code]
- Xiaomeng Li, Xiaowei Hu, Lequan Yu. TMI 2019
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Zoom-in-Net: Deep Mining Lesions for Diabetic Retinopathy Detection [pdf]
- Zhe Wang, Yanxin Yin, Jianping Shi. MICCAI 2018
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A Framework for Identifying Diabetic Retinopathy Based on Anti-noise Detection and Attention-Based Fusion [pdf]
- Zhiwen Lin, Ruoqian Guo, Yanjie Wang. MICCAI 2018
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Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs [pdf]
- Varun Gulshan, Lily Peng, Marc Coram. JAMA 2016
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Grader Variability and the Importance of Reference Standards for Evaluating Machine Learning Models for Diabetic Retinopathy [pdf]
- Jonathan Krause, Varun Gulshan, Ehsan Rahimy. Ophthalmology 2018
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Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy [pdf]
- Rory Sayres, Ankur Taly, Ehsan Rahimy. Ophthalmology 2018
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BIRA-NET: BILINEAR ATTENTION NET FOR DIABETIC RETINOPATHY GRADING [pdf]
- Ziyuan Zhao, Kerui Zhang, Xuejie Hao, Jing Tian. ICIP 2019
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SUNET: A LESION REGULARIZED MODEL FOR SIMULTANEOUS DIABETIC RETINOPATHY AND DIABETIC MACULAR EDEMA GRADING [pdf]
- Zhi Tu, Shenghua Gao, Kang Zhou, Xianing Chen, Jiang Liu. ISBI 2020
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Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation [pdf]
- Huazhu Fu, Jun Cheng, Yanwu Xu, Damon Wing Kee Wong, Jiang Liu, and Xiaochun Cao. TMI 2017
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Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation [pdf]
- Shujun Wang1, Lequan Yu, Kang Li, Xin Yang, Chi-Wing Fu1, Pheng-Ann Heng. MICCAI 2019
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LESION-AWARE SEGMENTATION NETWORK FOR ATROPHY AND DETACHMENT OF PATHOLOGICAL MYOPIA ON FUNDUS IMAGES [pdf]
- Yan Guo, Rui Wang, Xia Zhou, Yang Liu, Lilong Wang. ISBI 2020
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Attention Guided Network for Retinal Image Segmentation [pdf]
- Zhang, Shihao，Fu, Huazhu，Yan, Yuguang，Zhang, Yubing，Wu, Qingyao，Yang, Ming，Tan, Mingkui，Xu, Yanwu. MICCAI 2019
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A coarse-to-fine deep learning framework for optic disc segmentationin fundus images [pdf]
- Wang, Lei，Liu, Han，Lu, Yaling，Chen, Hang，Zhang, Jian，Pu, Jiantao. BSPC
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DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets [pdf]
- Shujun Wang，Lequan Yu，Kang Li，Xin Yang，Pheng-Ann Heng. TMI 2019
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Joint segmentation and classification of retinal arteries/veins from fundus images [pdf]
- Fantin Girard, Conrad Kavalec, Farida Cheriet. artmed
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CE-Net: Context Encoder Network for 2D Medical Image Segmentation [pdf]
- Zaiwang Gu, Jun Cheng, Huazhu Fu, Kang Zhou, Huaying Hao, Yitian Zhao, Tianyang Zhang, Shenghua Gao and Jiang Liu. TMI2019
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Patch-based Output Space Adversarial Learning for Joint Optic Disc and Cup Segmentation [pdf]
- Shujun Wang, Lequan Yu, Xin Yang, Chi-Wing Fu, Pheng-Ann Heng. TMI 2019
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