Imagenet 1k pretraining might not be the best for this as it contains few plant classes. The bigger in-21k has a much larger selection of plants and might be better suited for you. Timm has efficient net v2, beit, vit and convnext models pretrained on this though I don't use keras you might be able to find them for this framework.