Hi-GaTA: Hierarchical Gated Temporal Aggregation Adapter for Surgical Video Report Generation

ArXi:2605.11208v1 Announce Type: new Automated, clinician-grade assessment reports for surgical procedures could reduce documentation burden and provide objective feedback, yet remain challenging due to the difficulty of aligning dense spatio-temporal video representations with language-based reasoning and the scarcity of high-quality, privacy-preserving datasets. To address this gap, we establish a benchmark comprising 214 high-quality simulated surgical videos paired with surgeon-authored evaluation reports.