Visual Recognition for Medical Images


Domain-Agnostic Learning With Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation
Junlin Yang,
Nicha C. Dvornek,
Fan Zhang,
Juntang Zhuang,
Julius Chapiro,
MingDe Lin,
James S. Duncan
[pdf]
[bibtex]
@InProceedings{Yang_2019_ICCV_Workshops,
author = {Yang, Junlin and Dvornek, Nicha C. and Zhang, Fan and Zhuang, Juntang and Chapiro, Julius and Lin, MingDe and Duncan, James S.},
title = {Domain-Agnostic Learning With Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Unimodal-Uniform Constrained Wasserstein Training for Medical Diagnosis
Xiaofeng Liu,
Xu Han,
Yukai Qiao,
Yi Ge,
Site Li,
Jun Lu
[pdf]
[bibtex]
@InProceedings{Liu_2019_ICCV_Workshops,
author = {Liu, Xiaofeng and Han, Xu and Qiao, Yukai and Ge, Yi and Li, Site and Lu, Jun},
title = {Unimodal-Uniform Constrained Wasserstein Training for Medical Diagnosis},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Multiresolution Cellular Communities for Semantic Segmentation of Multi-Gigapixel Histology Images
Sajid Javed,
Arif Mahmood,
Naoufel Werghi,
Nasir Rajpoot
[pdf]
[bibtex]
@InProceedings{Javed_2019_ICCV_Workshops,
author = {Javed, Sajid and Mahmood, Arif and Werghi, Naoufel and Rajpoot, Nasir},
title = {Deep Multiresolution Cellular Communities for Semantic Segmentation of Multi-Gigapixel Histology Images},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

KNEEL: Knee Anatomical Landmark Localization Using Hourglass Networks
Aleksei Tiulpin,
Iaroslav Melekhov,
Simo Saarakkala
[pdf]
[bibtex]
@InProceedings{Tiulpin_2019_ICCV_Workshops,
author = {Tiulpin, Aleksei and Melekhov, Iaroslav and Saarakkala, Simo},
title = {KNEEL: Knee Anatomical Landmark Localization Using Hourglass Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

DeepLIMa: Deep Learning Based Lesion Identification in Mammograms
Zhenjie Cao,
Zhicheng Yang,
Xiaoyan Zhuo,
Ruei-Sung Lin,
Shibin Wu,
Lingyun Huang,
Mei Han,
Yanbo Zhang,
Jie Ma
[pdf]
[bibtex]
@InProceedings{Cao_2019_ICCV_Workshops,
author = {Cao, Zhenjie and Yang, Zhicheng and Zhuo, Xiaoyan and Lin, Ruei-Sung and Wu, Shibin and Huang, Lingyun and Han, Mei and Zhang, Yanbo and Ma, Jie},
title = {DeepLIMa: Deep Learning Based Lesion Identification in Mammograms},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Breast Tumor Cellularity Assessment Using Deep Neural Networks
Alexander Rakhlin,
Aleksei Tiulpin,
Alexey A. Shvets,
Alexandr A. Kalinin,
Vladimir I. Iglovikov,
Sergey Nikolenko
[pdf]
[bibtex]
@InProceedings{Rakhlin_2019_ICCV_Workshops,
author = {Rakhlin, Alexander and Tiulpin, Aleksei and Shvets, Alexey A. and Kalinin, Alexandr A. and Iglovikov, Vladimir I. and Nikolenko, Sergey},
title = {Breast Tumor Cellularity Assessment Using Deep Neural Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Retinal Image Classification via Vasculature-Guided Sequential Attention
Mengliu Zhao,
Ghassan Hamarneh
[pdf]
[bibtex]
@InProceedings{Zhao_2019_ICCV_Workshops,
author = {Zhao, Mengliu and Hamarneh, Ghassan},
title = {Retinal Image Classification via Vasculature-Guided Sequential Attention},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images
Yanning Zhou,
Simon Graham,
Navid Alemi Koohbanani,
Muhammad Shaban,
Pheng-Ann Heng,
Nasir Rajpoot
[pdf]
[bibtex]
@InProceedings{Zhou_2019_ICCV_Workshops,
author = {Zhou, Yanning and Graham, Simon and Alemi Koohbanani, Navid and Shaban, Muhammad and Heng, Pheng-Ann and Rajpoot, Nasir},
title = {CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Using the Triplet Loss for Domain Adaptation in WCE
Pablo Laiz,
Jordi Vitria,
Santi Segui
[pdf]
[bibtex]
@InProceedings{Laiz_2019_ICCV_Workshops,
author = {Laiz, Pablo and Vitria, Jordi and Segui, Santi},
title = {Using the Triplet Loss for Domain Adaptation in WCE},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions
Reza Azad,
Maryam Asadi-Aghbolaghi,
Mahmood Fathy,
Sergio Escalera
[pdf]
[bibtex]
@InProceedings{Azad_2019_ICCV_Workshops,
author = {Azad, Reza and Asadi-Aghbolaghi, Maryam and Fathy, Mahmood and Escalera, Sergio},
title = {Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

UPI-Net: Semantic Contour Detection in Placental Ultrasound
Huan Qi,
Sally Collins,
J. Alison Noble
[pdf]
[bibtex]
@InProceedings{Qi_2019_ICCV_Workshops,
author = {Qi, Huan and Collins, Sally and Alison Noble, J.},
title = {UPI-Net: Semantic Contour Detection in Placental Ultrasound},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

RethNet: Object-by-Object Learning for Detecting Facial Skin Problems
Shohrukh Bekmirzaev,
Seoyoung Oh,
Sangwook Yo
[pdf]
[bibtex]
@InProceedings{Bekmirzaev_2019_ICCV_Workshops,
author = {Bekmirzaev, Shohrukh and Oh, Seoyoung and Yo, Sangwook},
title = {RethNet: Object-by-Object Learning for Detecting Facial Skin Problems},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Prostate Cancer Inference via Weakly-Supervised Learning using a Large Collection of Negative MRI
Ruiming Cao,
Xinran Zhong,
Fabien Scalzo,
Steven Raman,
Kyunghyun Sung
[pdf]
[bibtex]
@InProceedings{Cao_2019_ICCV_Workshops,
author = {Cao, Ruiming and Zhong, Xinran and Scalzo, Fabien and Raman, Steven and Sung, Kyunghyun},
title = {Prostate Cancer Inference via Weakly-Supervised Learning using a Large Collection of Negative MRI},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Building a Breast-Sentence Dataset: Its Usefulness for Computer-Aided Diagnosis
Hyebin Lee,
Seong Tae Kim,
Yong Man Ro
[pdf]
[bibtex]
@InProceedings{Lee_2019_ICCV_Workshops,
author = {Lee, Hyebin and Tae Kim, Seong and Man Ro, Yong},
title = {Building a Breast-Sentence Dataset: Its Usefulness for Computer-Aided Diagnosis},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Improving Robustness of Deep Learning Based Knee MRI Segmentation: Mixup and Adversarial Domain Adaptation
Egor Panfilov,
Aleksei Tiulpin,
Stefan Klein,
Miika T. Nieminen,
Simo Saarakkala
[pdf]
[bibtex]
@InProceedings{Panfilov_2019_ICCV_Workshops,
author = {Panfilov, Egor and Tiulpin, Aleksei and Klein, Stefan and Nieminen, Miika T. and Saarakkala, Simo},
title = {Improving Robustness of Deep Learning Based Knee MRI Segmentation: Mixup and Adversarial Domain Adaptation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Photometric Transformer Networks and Label Adjustment for Breast Density Prediction
Lee Jaehwan,
Yoo Donggeun,
Kim Hyo-Eun
[pdf]
[bibtex]
@InProceedings{Jaehwan_2019_ICCV_Workshops,
author = {Jaehwan, Lee and Donggeun, Yoo and Hyo-Eun, Kim},
title = {Photometric Transformer Networks and Label Adjustment for Breast Density Prediction},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Branding - Fusion of Meta Data and Musculoskeletal Radiographs for Multi-Modal Diagnostic Recognition
Obioma Pelka,
Felix Nensa,
Christoph M. Friedrich
[pdf]
[bibtex]
@InProceedings{Pelka_2019_ICCV_Workshops,
author = {Pelka, Obioma and Nensa, Felix and Friedrich, Christoph M.},
title = {Branding - Fusion of Meta Data and Musculoskeletal Radiographs for Multi-Modal Diagnostic Recognition},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

WhiteNNer-Blind Image Denoising via Noise Whiteness Priors
Saeed Izadi,
Zahra Mirikharaji,
Mengliu Zhao,
Ghassan Hamarneh
[pdf]
[bibtex]
@InProceedings{Izadi_2019_ICCV_Workshops,
author = {Izadi, Saeed and Mirikharaji, Zahra and Zhao, Mengliu and Hamarneh, Ghassan},
title = {WhiteNNer-Blind Image Denoising via Noise Whiteness Priors},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}