Danush Kumar Venkatesh

Mitigating Surgical Data Imbalance with Dual-Prediction Video Diffusion Model

Surgical video datasets are essential for scene understanding, enabling procedural modeling and intra-operative support. However, these datasets are often heavily imbalanced, with rare actions and tools under-represented, which limits the robustness of downstream models. We address this challenge wi…