Different AI applications require specific labeling approaches. Bounding boxes detect objects, semantic segmentation provides pixel-level detail, keypoints track body positions, and entity recognition extracts information from text. Data labeling and annotation services cover these specialized techniques to create training data for computer vision, NLP, and multimodal AI systems.