René Werner | DeepAI

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∙ 05/11/2023

Surgical tool classification and localization: results and methods from the MICCAI 2022 SurgToolLoc challenge

The ability to automatically detect and track surgical instruments in en...

17 Aneeq Zia, et al. ∙

∙ 04/11/2023

Self-supervision for medical image classification: state-of-the-art performance with 100 labeled training samples per class

Is self-supervised deep learning (DL) for medical image analysis already...

0 Maximilian Nielsen, et al. ∙

∙ 03/12/2022

Deep learning-based conditional inpainting for restoration of artifact-affected 4D CT images

4D CT imaging is an essential component of radiotherapy of thoracic/abdo...

0 Frederic Madesta, et al. ∙

∙ 10/09/2019

Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data

In this paper, we describe our method for the ISIC 2019 Skin Lesion Clas...

0 Nils Gessert, et al. ∙

∙ 09/24/2019

Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture

Histopathologic diagnosis is dependent on simultaneous information from ...

0 Rüdiger Schmitz, et al. ∙

∙ 05/08/2019

3d-SMRnet: Achieving a new quality of MPI system matrix recovery by deep learning

Magnetic particle imaging (MPI) data is commonly reconstructed using a s...

0 Ivo Matteo Baltruschat, et al. ∙

∙ 05/07/2019

Skin Lesion Classification Using CNNs with Patch-Based Attention and Diagnosis-Guided Loss Weighting

Objective: This work addresses two key problems of skin lesion classific...

0 Nils Gessert, et al. ∙

∙ 08/05/2018

Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting

In this paper we present the methods of our submission to the ISIC 2018 ...

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