Few-Shot Object Detection

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  • Feature generation for novel categories: [1] [3] [4]

  • Model emsembling: [2]

Reference

[1] Zhang, Weilin, and Yu-Xiong Wang. “Hallucination Improves Few-Shot Object Detection.” Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2021.

[2] Zhang, Weilin, Yu-Xiong Wang, and David A. Forsyth. “Cooperating RPN’s Improve Few-Shot Object Detection.” arXiv preprint arXiv:2011.10142 (2020).

[3] Xu, Honghui, et al. “Few-Shot Object Detection via Sample Processing.” IEEE Access 9 (2021): 29207-29221.

[4] Wu, Aming, et al. “Universal-prototype enhancing for few-shot object detection.” Proceedings of the IEEE/CVF International Conference on Computer Vision. 2021.