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Lesion Classification

10 papers with code ·

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

9 Oct 2019ngessert/isic2019

On the official test set our method is ranked first for both tasks with a balanced accuracy of 63. 6% for task 1 and 63. 4% for task 2.

LESION CLASSIFICATION SKIN LESION CLASSIFICATION

Incorporating the Knowledge of Dermatologists to Convolutional Neural Networks for the Diagnosis of Skin Lesions

6 Mar 2017igondia/matconvnet-dermoscopy

This report describes our submission to the ISIC 2017 Challenge in Skin Lesion Analysis Towards Melanoma Detection.

LESION CLASSIFICATION LESION SEGMENTATION

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

7 May 2019ngessert/patch-lesion

The first problem is the effective use of high-resolution images with pretrained standard architectures for image classification.

IMAGE CLASSIFICATION LESION CLASSIFICATION SKIN LESION CLASSIFICATION

Melanoma Detection using Adversarial Training and Deep Transfer Learning

14 Apr 2020hasibzunair/adversarial-lesions

In the first stage, we leverage the inter-class variation of the data distribution for the task of conditional image synthesis by learning the inter-class mapping and synthesizing under-represented class samples from the over-represented ones using unpaired image-to-image translation.

IMAGE-TO-IMAGE TRANSLATION LESION CLASSIFICATION SKIN LESION CLASSIFICATION TRANSFER LEARNING

Melanoma Detection using Adversarial Training and Deep Transfer Learning

Journal of Physics in Medicine and Biology 2020 hasibzunair/adversarial-lesions

In the first stage, we leverage the inter-class variation of the data distribution for the task of conditional image synthesis by learning the inter-class mapping and synthesizing under-represented class samples from the over-represented ones using unpaired image-to-image translation.

CONDITIONAL IMAGE GENERATION IMAGE-TO-IMAGE TRANSLATION LESION CLASSIFICATION MEDICAL IMAGE GENERATION SKIN CANCER CLASSIFICATION SKIN LESION CLASSIFICATION TRANSFER LEARNING

Learn to Segment Retinal Lesions and Beyond

25 Dec 2019WeiQijie/retinal-lesions

This paper attacks the three challenges in the context of diabetic retinopathy (DR) grading.

IMAGE CLASSIFICATION LESION CLASSIFICATION LESION SEGMENTATION SEMANTIC SEGMENTATION

Debiasing Skin Lesion Datasets and Models? Not So Fast

23 Apr 2020alceubissoto/debiasing-skin

Data-driven models are now deployed in a plethora of real-world applications - including automated diagnosis - but models learned from data risk learning biases from that same data.

LESION CLASSIFICATION SKIN LESION CLASSIFICATION

WonDerM: Skin Lesion Classification with Fine-tuned Neural Networks

10 Aug 2018YeongChanLee/WonDerM_ISIC2018_SkinLesionAnalysis

As skin cancer is one of the most frequent cancers globally, accurate, non-invasive dermoscopy-based diagnosis becomes essential and promising.

LESION CLASSIFICATION SKIN LESION CLASSIFICATION

Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation

28 Apr 2020vribeiro1/skin-lesion-segmentation-agreement

Segmenting skin lesions images is relevant both for itself and for assisting in lesion classification, but suffers from the challenge in obtaining annotated data.

LESION CLASSIFICATION LESION SEGMENTATION

Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation

6 Jun 2019vribeiro1/skin-lesion-segmentation-agreement

We also evaluate how conditioning the ground truths using different (but very simple) algorithms may help to enhance agreement and may be appropriate for some use cases.

LESION CLASSIFICATION LESION SEGMENTATION SEMANTIC SEGMENTATION