Abstract: Highlights•Employ generative techniques to address the any-shot object detection task.•Enhance visual features via visual-aware semantic information.•Design a feature enhancer to construct a more realistic feature distribution.•Reduce skewed predictions using a zero-shot class discriminator.•Achieves the new SoTA performance in any-shot object detection.
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