shenggan/bccd_dataset

BCCD (Blood Cell Count and Detection) Dataset is a small-scale dataset for blood cells detection.

I am currently a 3rd-Year CS Ph.D. student at NUS HPC-AI Lab.

My research interests span the fields of Machine Learning System, especially in Parallel Systems for Large Models and Automatic Parallelism and Optimization.

Seeking for collaboration in such fields, feel free to reach out to me via Email

bccd_dataset's Issues

Origin of the dataset

Hi!
It's a bye but I would like to know the origin of the dataset. Namely if it comes from malaria patients.

train.csv missing

@Shenggan can you pls provide the script to convert .xml to .csv .

mAP is not good?

I trained the model with my own single label datasets and model with 130 number of epotch with 1000 epotch length and i got around 82% . Also i tested the model and the confidence is between 90%-99% but the mAP is not good, which is 0.42. What should i do? Why is this happening?

WBC and Platelets labels are missing

Hi @Shenggan,

I was exploring the dataset and realized that there are no labels in the Annotation files apart from RBC. But, In the readme file, the following is mentioned:

We have three kinds of labels:
RBC (Red Blood Cell)
WBC (White Blood Cell)
Platelets (血小板)

An error in Annotations

There is an error in BloodImage_00338.xml that a RBC's bndbox is only a single pixel.

Thank You

Thanks.

What level of magnification was used for taking the pictures?

Hi!

Thanks for this dataset. Do you know what magnification levels were used for taking these pictures?

Thanks