Abstract: Highlights•Integration of point cloud and deep learning models advances live chicken weight prediction methods.•Explores challenges in utilizing point cloud data, offering insights and strategies for improvement.•A novel method leveraging single-view point cloud data achieves accurate live chicken weight prediction.
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