Generating Features with Increased Crop-related Diversity for Few-Shot Object Detection

Two-stage object detectors generate object proposals and classify them to detect objects in images. The proposals do not contain the objects perfectly but overlap with them in many possible ways, exhibiting great variability in the difficult levels of the proposals.