Transferable cell recognition tool

The invention relates to a transferable cell recognition tool, the tool comprises a cell scanner and a training module, and the cell scanner comprises a pre-training model and a training model; the training module comprises a target detection unit based on an HE dyeing image, a detection unit based...

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Bibliographische Detailangaben
Hauptverfasser: WU JIANBO, ZHENG XIAOQI, JIANG WENJIE, CAI KANGWEN, DENG MI, PANG WEIXIONG, WU HUAJUN, ZHU HANWEN
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention relates to a transferable cell recognition tool, the tool comprises a cell scanner and a training module, and the cell scanner comprises a pre-training model and a training model; the training module comprises a target detection unit based on an HE dyeing image, a detection unit based on a specified type of target and a classification unit based on the specified type of target; the target detection unit based on the HE dyeing image is used for carrying out performance training on target recognition of YOLO in the cell field by utilizing the HE dyeing image and comparing model levels under different parameters; the detection unit based on the specified type of target is used for training the YOLOv5 model by utilizing pyroptosis data in a pyroptosis cell recognition task; and the classification unit based on the specified type target is used for training Resnet to identify specific cell types and endowing each cell detection frame identified by YOLO with a corresponding category. 本发明涉及一种可迁移细胞识别工具,