PSA: Tried to train a simple image classifier for a client's property listing and it took 3 days

The model kept mislabeling 'modern kitchen' as 'dated bathroom' because of similar tile patterns in my tiny 500-image dataset. Anyone else hit a wall with AI getting hung up on weird visual details?

4 comments

4 Comments

pat_stone9d ago

My old model confused oak trees with broccoli for the same reason.

taraross9d ago

Sounds like a classic data quality issue to me.

caseythompson9d ago

Check if the lighting in your training photos is consistent.

jessej239d ago

But is that really the main problem here?