Theocharis Theocharides

Uniform weighting outperforms complex loss functions in structured sampling scenarios, revealing critical insights into how sampling strategy shapes performance in LiDAR segmentation.

Standard cross-entropy outperforms specialized imbalance methods in 3D point cloud segmentation, challenging the assumption that advanced techniques are always necessary.