Alternatives

Other options to consider

YOLO (You Only Look Once) Faster inference speed with comparable accuracy, more popular with active development in PyTorch.
Faster R-CNN Higher accuracy but slower inference due to two-stage detection pipeline.
RetinaNet Balances speed and accuracy using focal loss to handle class imbalance better.
EfficientDet State-of-the-art efficiency and accuracy with scalable architecture.