Abstract: Highlights•A novel solution to one-feature-level object detection that does not have FPN.•Encoding multiple positive samples in Centernet-Like detectors.•Accelerating the training of CenterNet-Like detectors.•The one-level-feature detector gets competitive performance with FPN-based detectors.
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