Abstract: Highlights•We proposed a new annotation method for weakly supervised object detection.•This annotation method significantly reduce costs while maintain the performance.•A novel framework is proposed to achieve a detector with our annotation method.•Experiments are conducted to verify the effectiveness and robustness of our work.
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