The full analysis of 10+ papers is available in the Literature_Review_Table.pdf
| Topic | Method Used | Performance (Dice/IoU) | Date |
|---|---|---|---|
| Surgical instrument segmentation based on multi-scale and multi-level feature network | Multi-scale and multi-level feature network (MSML-Net) | Improved segmentation accuracy | 2021 |
| Bibliometric analysis of deep learning for surgical instrument segmentation, detection and tracking in minimally invasive surgery | Bibliometric analysis | Identifies shift toward autonomous assistance | 2026 |
| Toward Intraoperative Visual Intelligence: Real-Time Surgical Instrument Segmentation for Enhanced Surgical Monitoring | Real-time segmentation models | Real-time efficacy | 2024 |