Histopathological Image based Skin Cancer Classification Using CNN

The dataset consisting of H&E-stained digital microscopic histology images which was collected from 354 cancer patients on A.H.R.I. The dataset has four Classes (Benign,BCC,SCC and Melanoma). The dataset is divided into benign and malignant tumor of biopsies. Small patches were extracted at four magnifications of ×40, ×100, ×200, and ×400. The benign tumors were classified into eight subclasses which were Melanocytic Nevus, Prome, Pilomatrixomas, Sebonlaric Keratosis (Pigmented), Trico blastoma, Verica, Dermatofibroma, Mull scum Contagiosum, Infundibular Cyst and the malignant tumors were also classified into three subclasses which were basal cell carcinoma (BCC), squamous cell carcinoma (SCC) and Melanoma sometimes called Malignant Melanoma (MM). The dataset contains 16,099 total histology images with data augmentation and without data augmentation 4,357 total histology images. The owner of this Dataset is Alemu Abate Asheber MSc Software Engineer) . There is no third party in this dataset.本数据集包含苏木精-伊红（H&E）染色的数字化显微组织病理学图像，采集自A.H.R.I.的354名癌症患者。本数据集共包含四个类别：良性（Benign）、基底细胞癌（BCC）、鳞状细胞癌（SCC）以及黑色素瘤（Melanoma）。该数据集按活检组织的良、恶性肿瘤进行划分，并以×40、×100、×200及×400四种放大倍率提取得到小图像块。其中良性肿瘤被划分为8个亚类，分别为：黑素细胞痣（Melanocytic Nevus）、Prome、毛母质瘤（Pilomatrixomas）、色素性Sebonlaric Keratosis（Pigmented）、毛母细胞瘤（Trico blastoma）、Verica、皮肤纤维瘤（Dermatofibroma）、传染性软疣（Mull scum Contagiosum）、毛囊囊肿（Infundibular Cyst）；恶性肿瘤则被划分为3个亚类，分别为：基底细胞癌（basal cell carcinoma, BCC）、鳞状细胞癌（squamous cell carcinoma, SCC）以及黑色素瘤（Melanoma，亦称恶性黑色素瘤（MM））。本数据集总计包含16099张组织病理学图像，其中未经过数据增强的样本为4357张，其余样本均经过数据增强处理。本数据集的所有者为Alemu Abate Asheber（理学硕士，软件工程师），本数据集无第三方参与。