@jeremy you’ve briefly mentioned that you used network pre-trained on 3-channel input on a 4-channel input (RGB+NIR), by adding additional dimension to all pertained filters (initialized to 0 or perhaps random). Did you then ‘unfreeze’ these additional new filter weights along with the ones for RGB channels and train them?