Winter Camera Problem: Icicles

After a sunny, but really cold, weekend, tonight I saw this on one camera:

The camera is mounted below the eave of a garage, with the icicles hanging from the roof. The integrated IR reflecting directly back at the camera has shifted exposure, darkening everything else beyond.

Anyone else run into this issue? How have you handled it?

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