Unbiased Scene Graph Generation via Two-stage Causal Modeling

no code implementations • 11 Jul 2023 • Shuzhou Sun, Shuaifeng Zhi, Qing Liao, Janne Heikkilä, Li Liu

To remedy this, we propose Two-stage Causal Modeling (TsCM) for the SGG task, which takes the long-tailed distribution and semantic confusion as confounders to the Structural Causal Model (SCM) and then decouples the causal intervention into two stages.

Causal Inference Graph Generation +2

Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey

no code implementations • 15 Mar 2023 • Huali Xu, Shuaifeng Zhi, Shuzhou Sun, Vishal M. Patel, Li Liu

Deep learning has been highly successful in computer vision with large amounts of labeled data, but struggles with limited labeled training data.

cross-domain few-shot learning