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Structure · dataset · 2024

Lightweight target detection for large-field ddPCR images based on improved YOLOv5

Listed in Teesside University Research Data Repository

The dataset and code used in this study are crucial for advancing the accurate detection of positive microchambers in large-field ddPCR imaging.

Description

The provided dataset includes annotated ddPCR images in YOLO format, stored in the `ddpcr320/` folder. The codebase features the improved YOLOv5 model, integrating BiFPN, GhostConv, C3Ghost modules, SimAM attention mechanism, and network pruning, among other custom modifications.

The `train.py` and `detect.py` scripts handle training and detection tasks, while `dataset.ipynb` demonstrates the dataset creation and splitting processes, as well as dataset processing and augmentation. The graphical user interface, developed using PyQt5 and implemented in `main_win.py`, facilitates image processing and result analysis for users. The project structure, `ddpcr_yolov5`, is systematically organized, with detailed instructions provided in the README.md file.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Image 75% · Imaging 75%
Provenance · 1 source records, 16 field assertions
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