1. Based on the patches of WSI, the multiple-instance learning strategy achieved the classification of WSI in view of the entire information from the slide. Firstly, we carried out dimensionality reduction from raw image data through encoding each 256 × 256 patch into a descriptive 1024-...
Gliomas are primary brain tumors caused by glial cells. These cancers’ classification and grading are crucial for prognosis and treatment planning. Deep learning (DL) can potentially improve the digital pathology investigation of brain tumors. In this p
Automated breast cancer multi-classification from histopathological images plays a key role in computer-aided breast cancer diagnosis or prognosis. Breast cancer multi-classification is to identify subordinate classes of breast cancer (Ductal carcinoma,
At candidate's classification phase, several features based on statistical, shape, texture and energy features were extracted from each candidate. Then, a principle of the meta-heuristic MFO algorithm was adopted to select the best discriminating features of mitosis cells. Finally, the selected ...
Similar to PatchGAN [13], each discriminator evaluates the realism of every fixed-sized patch in the image instead of directly evaluating the realism of the whole image. With the min- imax loss introduced in [7], this multi-scale design guides G to synthesi...
There are two kinds of deep learning approaches for predicting the mitotic cells: (1) HEp-2 single-cell image prediction, in which the individual cell images are segmented from the entire specimen image and processed to predict the class of each cell individually; and (2) HEp-2 specimen-...
For example, nuclear or mitosis has important implications for cancer screening. Cell spatial distribution analysis and mitotic count provide support for differentiation. Automatic cell/nucleus detection is a prerequisite for a series of subsequent tasks, such as cell/nucleus instance segmentation, ...
Each mL of sterile nonpyrogenic solution contains 6 mg paclitaxel, 527 mg of purified Cremophor® EL (polyoxyethylated castor oil) and 49.7% (v/v) dehydrated alcohol, USP. Paclitaxel is a natural product with antitumor activity. TAXOL (paclitaxel) is obtained via a semi-synthetic process ...
In the testing phases, their model obtained precisions of 99% and 80%. They also examined the frequency of genes linked to each class. Liu et al.31 employed DCNN to predict the mutational status of isocitrate dehydrogenase (IDH), an essen- tial biomarker in glioblastoma. 266 H &E ...
Each of the newly appeared cells found during the association is examined whether it is a newborn cell as a result of mitosis by using an event detection conditional random field (EDCRF). Our tracking method is evaluated with four sequences of 11520 frames in terms of track purity and ...