Browse > Medical > Medical Image Segmentation > Lesion Segmentation

Lesion Segmentation

47 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

Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation

10 Mar 2020rezazad68/BCDU-Net

These blocks adaptively recalibrate the channel-wise feature responses by utilizing a self-gating mechanism of the global information embedding of the feature maps.

LESION SEGMENTATION SEMANTIC SEGMENTATION

129
10 Mar 2020

RSANet: Recurrent Slice-wise Attention Network for Multiple Sclerosis Lesion Segmentation

27 Feb 2020tinymilky/RSANet

Brain lesion volume measured on T2 weighted MRI images is a clinically important disease marker in multiple sclerosis (MS).

LESION SEGMENTATION

9
27 Feb 2020

An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization

13 Feb 2020nyukat/GMIC

In this work, we extend the globally-aware multiple instance classifier, a framework we proposed to address these unique properties of medical images.

LESION SEGMENTATION

42
13 Feb 2020

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

4
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

5
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

4
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

3
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

5
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

129
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