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Lesion Segmentation

45 papers with code · Medical

Lesion segmentation is the task of segmenting out lesions from other objects in medical based images.

( Image credit: D-UNet )

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Latest papers with code

RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation

24 Jan 2020jmlipman/RatLesNetv2

Segmentation of rodent brain lesions on magnetic resonance images (MRIs) is a time-consuming task with high inter- and intra-operator variability due to its subjective nature.

LESION SEGMENTATION

3
24 Jan 2020

Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation

12 Jan 2020Guo-Xiaoqing/Skin-Seg

To tackle these issues, we propose a novel complementary network with adaptive receptive filed learning.

LESION SEGMENTATION

4
12 Jan 2020

Learn to Segment Retinal Lesions and Beyond

25 Dec 2019WeiQijie/retinal-lesions

Prior art is insufficient due to three challenges, that is, lesions lacking objective boundaries, clinical importance of lesions irrelevant to their size, and the lack of one-to-one correspondence between lesion and disease classes.

IMAGE CLASSIFICATION LESION SEGMENTATION SEMANTIC SEGMENTATION

3
25 Dec 2019

Skin Lesion Segmentation using SegNet with Binary Cross-Entropy

International Conference On Artificial Intelligence And Speech Technology (AIST 2019) 2019 hashbanger/Skin_Lesion_Segmentation

In this paper a simple and computationally efficient approach as per the complexity has been presented for Automatic Skin Lesion Segmentation using a Deep Learning architecture called SegNet including some additional specifications for the improvisation of the results.

LESION SEGMENTATION SKIN CANCER SEGMENTATION

2
15 Nov 2019

Hybrid Cascaded Neural Network for Liver Lesion Segmentation

11 Sep 2019raun1/ISBI-2020-LITS_Hybrid_Comp_Net

Automatic liver lesion segmentation is a challenging task while having a significant impact on assisting medical professionals in the designing of effective treatment and planning proper care.

LESION SEGMENTATION

4
11 Sep 2019

Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions

31 Aug 2019rezazad68/BCDU-Net

To strengthen feature propagation and encourage feature reuse, we use densely connected convolutions in the last convolutional layer of the encoding path.

LESION SEGMENTATION LUNG NODULE SEGMENTATION SEMANTIC SEGMENTATION

103
31 Aug 2019

DALS: Deep Active Lesion Segmentation

19 Aug 2019ahatamiz/DALS

Lesion segmentation is an important problem in computer-assisted diagnosis that remains challenging due to the prevalence of low contrast, irregular boundaries that are unamenable to shape priors.

LESION SEGMENTATION

1
19 Aug 2019

Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation

30 Jul 2019utkuozbulak/adaptive-segmentation-mask-attack

Given that a large portion of medical imaging problems are effectively segmentation problems, we analyze the impact of adversarial examples on deep learning-based image segmentation models.

LESION SEGMENTATION SEMANTIC SEGMENTATION

39
30 Jul 2019

X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-range Dependencies

16 Jul 2019Andrewsher/X-Net

Recently, approaches based on deep learning and methods for contextual information extraction have served in many image segmentation tasks.

LESION SEGMENTATION SEMANTIC SEGMENTATION

15
16 Jul 2019