[TIP] Deep Label Distribution Learning with Label Ambiguity

Label distribution learning (LDL) and label enhancement (LE) toolkit implemented in python.

[MedIA2023 & MICCAI2022 ] Ambiguity-aware breast tumor cellularity estimation via self-ensemble label distribution learning

Pre-Release Prediction of Crowd Opinion on Movies by Label Distribution Learning

[MedIA2023] Curriculum label distribution learning for imbalanced medical image segmentation

Human-centered multimodal sexism detection for EXIST 2026 (CLEF) Task 2: a five-stream FiLM-conditioned cross-attention model that fuses meme text, image, annotator demographics, and biometric signals. Team VANGUARD.

DEPRECATED

13-way color distribution from a 4.2 MB INT8 model, 6.9 ms CPU. Trained entirely on procedurally generated data.

Label-distribution learning for estimating aggregate human ratings of facial attractiveness, with uncertainty and fairness auditing. Trained on SCUT-FBP5500.