Abstract: Highlights•An intelligent system automatically analyzes the pregnancy status of giant pandas.•Hierarchical behavior definition for acquiring comprehensive behavior description.•Effective pregnancy analysis model based on efficient channel attention mechanism.•Scalable sliding window mechanism to deal with insufficient data.
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