10.11588/data/XJAOC4
Weis, Cleo-Aron(Institute of Pathology Mannheim,Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany)
Automatic evaluation of tumour budding in immunohistochemically stained colorectal carcinomas and correlation to clinical outcome [Dataset]
heiDATA
2018
doi:10.11588/data/XJAOC4/Z0F1GZdoi:10.11588/data/XJAOC4/5JMI1Odoi:10.11588/data/XJAOC4/KE7IYZdoi:10.11588/data/XJAOC4/FK2AISdoi:10.11588/data/XJAOC4/N7IDDCdoi:10.11588/data/XJAOC4/FMTDHJdoi:10.11588/data/XJAOC4/DFAUWNdoi:10.11588/data/XJAOC4/ZILUGSdoi:10.11588/data/XJAOC4/LEFSVHdoi:10.11588/data/XJAOC4/DQKBT2doi:10.11588/data/XJAOC4/2MA53Fdoi:10.11588/data/XJAOC4/DYQQXLdoi:10.11588/data/XJAOC4/SAZKUQdoi:10.11588/data/XJAOC4/1ICMHCdoi:10.11588/data/XJAOC4/SQ2OEOdoi:10.11588/data/XJAOC4/3OEBILdoi:10.11588/data/XJAOC4/TI29PDdoi:10.11588/data/XJAOC4/MOOTSHdoi:10.11588/data/XJAOC4/J7TUJ3doi:10.11588/data/XJAOC4/LJK3FIdoi:10.11588/data/XJAOC4/K6RNFFdoi:10.11588/data/XJAOC4/PCCEEXdoi:10.11588/data/XJAOC4/1M3KTZdoi:10.11588/data/XJAOC4/5CFCRVdoi:10.11588/data/XJAOC4/UREPEYdoi:10.11588/data/XJAOC4/RIDBQR
Data used for the implementation of the proposed tumor budding detection In the publication “Automatic evaluation of tumour budding in immunohistochemically stained colorectal carcinomas and correlation to clinical outcome” we described a multistep approach to detect tumor buds in immunohistochemically stained images: . Step 1: Color and size based segmentation. Step 2: Validation of the detected objects (proposals) by a spatial clustering and a convolutional neural network (MatConvNet by A. Vedaldi et al. [1]). The Matlab-Code for the project is available on GitHub. The data for the CNN-training and validation are presented as .mat-file. It contains a struct element with the images in a 4D-matrix, the label (“bud” and “no bud”) and a set (“training” and “validation”). Please refer to the "Terms" tab below for usage and reproduction terms. References: 1. Vedaldi, A., K. Lenc, and A. Gupta. MatConvNet: CNNs for MATLAB. 2015; Available from: http://www.vlfeat.org/matconvnet/.
Weis, Cleo-Aron(Institute of Pathology Mannheim,Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany)Weis, Cleo-Aron(Institute of Pathology Mannheim,Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany)