2021
- FedPerl: Semi-Supervised Peer Learning for Skin Lesion Classification. arXiv preprint arXiv:2103.03703, 2021 mehr…
2020
- An objective comparison of detection and segmentation algorithms for artefacts in clinical endoscopy. Scientific reports 10 (1), 2020, 1--15 mehr…
- An objective comparison of detection and segmentation algorithms for artefacts in clinical endoscopy. Scientific reports 10 (1), 2020, 1--15 mehr…
- SteGANomaly: Inhibiting CycleGAN Steganography for Unsupervised Anomaly Detection in Brain MRI. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2020 mehr…
- Scale-Space Autoencoders for Unsupervised Anomaly Segmentation in Brain MRI. arXiv preprint arXiv:2006.12852, 2020 mehr…
- 6D Camera Relocalization in Ambiguous Scenes via Continuous Multimodal Inference. , 2020 mehr…
- Attention based Multiple Instance Learning for Classification of Blood Cell Disorders. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2020 mehr…
- An Uncertainty-Driven GCN Refinement Strategy for Organ Segmentation. Machine Learning for Biomedical Imaging (MELBA), 2020 mehr…
- Uncertainty-based graph convolutional networks for organ segmentation refinement. Medical Imaging with Deep Learning (MIDL), 2020 mehr…
- Retinal Layer Segmentation Reformulated as OCT Language Processing. Medical image Computing and Computer Assisted Interventions (MICCAI 2020), Springer Publishing, 2020 mehr…
- Inverse Distance Aggregation for Federated Learning with Non-IID Data. arXiv preprint arXiv:2008.07665, 2020 mehr…
- Inverse Distance Aggregation for Federated Learning with Non-IID Data. In: Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning. Springer International Publishing, 2020 mehr…
- Precise proximal femur fracture classification for interactive training and surgical planning. International journal of computer assisted radiology and surgery 15 (5), 2020, 847--857 mehr…
2019
- Semi-Supervised Few-Shot Learning with Local and Global Consistency. arXiv preprint arXiv:1903.02164, 2019 mehr…
- Fusing Unsupervised and Supervised Deep Learning for White Matter Lesion Segmentation. International Conference on Medical Imaging with Deep Learning, 2019 mehr…
- Adversarial Networks for Camera Pose Regression and Refinement. , 2019 mehr…
- Adaptive image-feature learning for disease classification using inductive graph networks. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2019 mehr…
- Learning-based X-ray Image Denoising utilizing Model-based Image Simulations. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2019 mehr…
- Towards an Interactive and Interpretable CAD System to Support Proximal Femur Fracture Classification. International journal of computer assisted radiology and surgery 15 (5), 2019, 847--857 mehr…
- Self-Attention Equipped Graph Convolutions for Disease Prediction (Oral). 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019), 2019 mehr…
- InceptionGCN : Receptive Field Aware Graph Convolutional Network for Disease Prediction (Oral). International Conference on Information Processing in Medical Imaging, 2019 mehr…
- Graph convolution based attention model for personalized disease prediction. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2019 mehr…
- Learning Interpretable Features via Adversarially Robust Optimization. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2019 mehr…
- Perceptual Embedding Consistency for Seamless Reconstruction of Tilewise Style Transfer. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2019 mehr…
- Multi-scale Microaneurysms Segmentation Using Embedding Triplet Loss. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2019 mehr…
- StainGAN: Stain Style Transfer for Digital Histological Images. arXiv e-prints, 2019, arXiv--1804 mehr…
2018
- MelanoGANs: High Resolution Skin Lesion Synthesis with GANs. arXiv preprint arXiv:1804.04338, 2018 mehr…
- Generating Highly Realistic Images of Skin Lesions with GANs. International MICCAI Skin Image Analysis Workshop, 2018 mehr…
- Deep Autoencoding Models for Unsupervised Anomaly Segmentation in Brain MR Images. International MICCAI Brainlesion Workshop, 2018 mehr…
- Intraoperative Stent Segmentation in X-ray Fluoroscopy for Endovascular Aortic Repair. International journal of computer assisted radiology and surgery 13 (8), 2018, 1221--1231 mehr…
- Scene Coordinate and Correspondence Learning for Image-Based Localization. , 2018 mehr…
- When Regression meets Manifold Learning for Object Recognition and Pose Estimation. , 2018 mehr…
- Domain and Geometry Agnostic CNNs for Left Atrium Segmentation in 3D Ultrasound. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2018 mehr…
- A photon recycling approach to denoising of ultra-low dose X-ray sequences. International journal of computer assisted radiology and surgery 13 (6), 2018, 847--854 mehr…
- Weakly-Supervised Localization and Classificationof Proximal Femur Fractures. arXiv preprint arXiv:1809.10692, 2018 mehr…
- Deep learning with synthetic data for free water elimination in diffusion MRI. Proc Intl Soc Mag Reson Med, 2018 mehr…
- Capsule Networks against Medical Imaging Data Challenges. In: Intravascular Imaging and Computer Assisted Stenting and Large-Scale Annotation of Biomedical Data and Expert Label Synthesis. Springer, 2018, 150--160 mehr…
- Intravascular Imaging and Computer Assisted Stenting and Large-Scale Annotation of Biomedical Data and Expert Label Synthesis. , 2018 mehr…
2017
- X-ray In-Depth Decomposition: Revealing The Latent Structures. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2017 mehr…
- Semi-Supervised Learning for Fully Convolutional Networks. International Conference on Medical Image Computing and Computer-Assisted Intervention, 2017 mehr…
- X-ray PoseNet: 6 DoF Pose Estimation for Mobile X-ray Devices. 2017 IEEE Winter Conference on Applications of Computer Vision (WACV), 2017 mehr…
- Intravascular imaging and computer assisted stenting, and large-scale annotation of biomedical data and expert label synthesis. , 2017 mehr…
- Automatic Classification of Proximal Femur Fractures based on Attention Models. International Workshop on Machine Learning in Medical Imaging, 2017 mehr…
- Fully Automated Multiple Sclerosis lesion detection on multi-channel subtraction images through an integrated Computer Vision- Machine Learning pipeline. Clinical Neuroradiology 27 (1), 2017, 1--118 mehr…
2016
- AggNet: Deep Learning from Crowds for Mitosis Detection in Breast Cancer Histology Images. IEEE Transactions on Medical Imaging 35 (5), 2016, 1313--1321 mehr…
- Single-View X-Ray Depth Recovery: Towards a Novel Concept for Image-Guided Interventions. International Journal of Computer Assisted Radiology and Surgery 11 (6), 2016, 873--880 mehr…
- Playsourcing: A Novel Concept for Knowledge Creation in Biomedical Research. In: Deep Learning and Data Labeling for Medical Applications. Springer Nature, 2016, 269--277 mehr…
- CathNets: Detection and Single-View Depth Prediction of Catheter Electrodes. In: Medical Imaging and Augmented Reality: 7th International Conference, MIAR 2016, Bern, Switzerland, August 24-26, 2016, Proceedings. Springer International Publishing, 2016, 38--49 mehr…
- Structure-Preserving Color Normalization and Sparse Stain Separation for Histological Images. IEEE Transactions on Medical Imaging, 2016 mehr…
2015
- Multi-scale Graph-based Guided Filter for De-noising Cryo-Electron Tomographic Data. Proceedings of the British Machine Vision Conference (BMVC), BMVA Press, 2015 mehr…
- Structure-Preserved Color Normalization for Histological Images. Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on, 2015 mehr…
2014
- Gradient Projection for Regularized Cryo-Electron Tomographic Reconstruction. In: Computational Methods for Molecular Imaging. Springer International Publishing, 2014, 43--51 mehr…