some incomplete or occluded heads without annotation

[arbitraryking]

After training my person head detection model using this dataset, I found that many incomplete or occluded person heads were not detected. Upon further investigation, I discovered that some cases in the dataset are also lacking annotations. How much impact would this missing data have on my model? without annotation examples: