Long-Tailed 3D Semantic Segmentation with Adaptive Weight Constraint and Sampling

Jean Lahoud,Fahad Shahbaz Khan,Hisham Cholakkal,Rao Muhammad Anwer,Salman Khan,Jean Lahoud,Fahad Shahbaz Khan,Hisham Cholakkal,Rao Muhammad Anwer,Salman Khan

Existing 3D understanding datasets typically provide annotations for a limited number of object classes, with sufficient examples per class. However, real-world object classes are not equally represented in practical settings, leading to poor performance on rarely-occurring categories if the class imbalance is neglected. In this work, we address the challenge of 3D semantic segmentation with a lon...