Songhe Feng

Semantic-Aware Graph Matching Mechanism for Multi-Label Image Recognition

2023 · IEEE Transactions on Circuits and Systems for Video Technology

Multi-label image recognition aims to predict a set of labels that present in an image. The key to deal with such problem is to mine the associations between image contents and labels, and further obtain …

Addressing Multi-Label Learning with Partial Labels: From Sample Selection to Label Selection

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

Multi-label Learning with Partial Labels (ML-PL) learns from training data, where each sample is annotated with part of positive labels while leaving the rest of positive labels unannotated. Existing methods mainly focus on extending multi-label …