Additional file 1 of Accurate diagnosis of colorectal cancer based on histopathology images using artificial intelligence

Autor: K. S. Wang, G. Yu, C. Xu, X. H. Meng, J. Zhou, C. Zheng, Z. Deng, L. Shang, R. Liu, S. Su, X. Zhou, Q. Li, J. Li, J. Wang, K. Ma, J. Qi, Z. Hu, P. Tang, J. Deng, X. Qiu, B. Y. Li, W. D. Shen, R. P. Quan, J. T. Yang, L. Y. Huang, Y. Xiao, Z. C. Yang, Z. Li, S. C. Wang, H. Ren, C. Liang, W. Guo, Y. Li, H. Xiao, Y. Gu, J. P. Yun, D. Huang, Z. Song, X. Fan, L. Chen, X. Yan, Z. C. Huang, J. Huang, J. Luttrell, C. Y. Zhang, W. Zhou, K. Zhang, C. Yi, C. Wu, H. Shen, Y. P. Wang, H. M. Xiao, H. W. Deng
Rok vydání: 2021
DOI: 10.6084/m9.figshare.14267076
Popis: Additional file 1: Supplementary-Text 1.a Collection and digitalization of the WSIs. Supplementary-Text 1.b Dataset-A, B, C and D. Supplementary-Text 1.c Patch-level performance and patient-level accuracy. Supplementary-Text 1.d Comparison of different architectures at patch-level. Supplementary-Text 1.e Comparison of different cluster sizes for aggregation of patch-level results. Supplementary-Table 1. Input patch size for common CNN. Supplementary-Table 2 Pathologist info. Supplementary-Table 3 List of AUCs of AI applied in CRC and other cancer types. Supplementary-Table 4 Overall performance of AI and pathologists in Human-AI contest. Supplementary-Table 5 Cohen’s Kappa coefficient for agreement among human experts and AI. Supplementary-Figure 1 Weakly-labeled and fully-labeled CRC patches. Supplementary-Figure 2.The distribution of cancerous area in multiple independent WSI datasets measured by the proportion of patches (P) containing cancer cells on the WSI. Supplementary-Figure 3 Heatmap produced by AI. Supplementary-Figure 4 Activation map produced by AI.
Databáze: OpenAIRE